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    <title>DEV Community: Douglas Alves</title>
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      <title>Migrating from Ingress NGINX to Gateway API on EKS</title>
      <dc:creator>Douglas Alves</dc:creator>
      <pubDate>Wed, 10 Jun 2026 14:53:42 +0000</pubDate>
      <link>https://dev.to/douglas0n/migrating-from-ingress-nginx-to-gateway-api-on-eks-m4p</link>
      <guid>https://dev.to/douglas0n/migrating-from-ingress-nginx-to-gateway-api-on-eks-m4p</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Foajnyizt6g6iokragolz.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Foajnyizt6g6iokragolz.jpg" alt="Photo by Shamin Haky on Unsplash" width="800" height="450"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Photo by Shamin Haky on Unsplash&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;The ingress-nginx controller was retired in March 2026. That means no more security updates or bug fixes, so if you rely on NGINX as the ingress controller for your cluster, you need to act.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Worth mentioning&lt;/strong&gt; : Only the ingress-nginx controller was retired. NGINX as a web server and the Kubernetes Ingress API remain supported.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Why not take the opportunity to modernize your EKS cluster with Gateway API? By the end of this article, you’ll understand what Gateway API is, how to configure its core and AWS-specific components, and how to migrate your existing workloads without any downtime.&lt;/p&gt;
&lt;h3&gt;
  
  
  Prerequisites
&lt;/h3&gt;

&lt;p&gt;Before you start the migration, make sure you have:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;AWS Load Balancer Controller &lt;strong&gt;v3.0 or later&lt;/strong&gt; installed. GA support for Gateway API was released in v3.0.&lt;/li&gt;
&lt;li&gt;EKS cluster running the &lt;strong&gt;Amazon VPC CNI plugin&lt;/strong&gt;. IP-mode target groups require native VPC networking — if you’re using an overlay CNI like Calico in VXLAN mode, this won’t work.&lt;/li&gt;
&lt;li&gt;The &lt;strong&gt;Gateway API CRDs&lt;/strong&gt; installed in the cluster (upstream CRDs from gateway-api.sigs.k8s.io).&lt;/li&gt;
&lt;li&gt;The &lt;strong&gt;AWS-specific CRDs&lt;/strong&gt; installed: TargetGroupConfiguration, LoadBalancerConfiguration, and ListenerRuleConfiguration.&lt;/li&gt;
&lt;/ul&gt;
&lt;h3&gt;
  
  
  Understanding the Gateway API Features
&lt;/h3&gt;

&lt;p&gt;Applying Gateway API to your cluster gives you clear ownership and portability. As an example, platform teams can manage infrastructure while app teams manage application routing. It also gives you portability, as core resources work across providers. That means no more vendor-specific annotation soup.&lt;/p&gt;

&lt;p&gt;The basic components of Gateway API in EKS are the following:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fn30of45u8yinpkrn2yfk.webp" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fn30of45u8yinpkrn2yfk.webp" alt="Basic components of Gateway API" width="800" height="690"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GatewayClass&lt;/strong&gt;  — Defines &lt;em&gt;which controller&lt;/em&gt; manages gateways of this type. Owned by the infrastructure provider (in our case, AWS Load Balancer Controller).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Gateway&lt;/strong&gt;  — Represents the actual load balancer instance. It declares listeners (ports, protocols, TLS), and references a GatewayClass (in our case, also a LoadBalancerConfiguration).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;HTTPRoute&lt;/strong&gt;  — Defines the routing rules (paths, headers, weights). It references a Gateway.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;AWS Custom Resources:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;LoadBalancerConfiguration &lt;/strong&gt; — Defines all aspects of a load balancer, including scheme (internet-facing or internal), default SSL certificate, WAF protections and others.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;TargetGroupConfiguration &lt;/strong&gt; — Defines all aspects of a target group, including target type (IP or node) and health check configurations. It references a Service and can define per-route health check.&lt;/li&gt;
&lt;/ul&gt;
&lt;h3&gt;
  
  
  Step 1 — Enable Gateway API support in the AWS Load Balancer Controller
&lt;/h3&gt;

&lt;p&gt;The first step is to enable Gateway API support in the AWS Load Balancer Controller. If you’re using a helm installation (recommended), just change the values as follows and upgrade:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;aws-load-balancer-controller&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;clusterName&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;&amp;lt;your-cluster-name&amp;gt;&lt;/span&gt;
  &lt;span class="na"&gt;serviceAccount&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;create&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;
    &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;aws-load-balancer-controller&lt;/span&gt;
  &lt;span class="na"&gt;controllerConfig&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;featureGates&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;NLBGatewayAPI&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt; &lt;span class="c1"&gt;# Enables L4 (TCP/UDP) routing via NLB&lt;/span&gt;
      &lt;span class="na"&gt;ALBGatewayAPI&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt; &lt;span class="c1"&gt;# Enables L7 (HTTP/gRPC) routing via ALB&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 2 — Install the CRDs
&lt;/h3&gt;

&lt;p&gt;You need two sets of CRDs: the upstream Kubernetes Gateway API CRDs, and the AWS-specific ones.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Gateway API CRDs:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;kubectl apply &lt;span class="nt"&gt;-f&lt;/span&gt; https://github.com/kubernetes-sigs/gateway-api/releases/download/v1.3.0/standard-install.yaml
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;AWS-specific CRDs&lt;/strong&gt; (install from the AWS Load Balancer Controller repository — check the latest release tag):&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;kubectl apply &lt;span class="nt"&gt;-k&lt;/span&gt; &lt;span class="s2"&gt;"github.com/aws/eks-charts/stable/aws-load-balancer-controller/crds?ref=master"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Verify everything is in place:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;kubectl api-resources | &lt;span class="nb"&gt;grep &lt;/span&gt;gateway.networking.k8s.io
kubectl api-resources | &lt;span class="nb"&gt;grep &lt;/span&gt;gateway.k8s.aws
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You should see &lt;strong&gt;GatewayClass&lt;/strong&gt;, &lt;strong&gt;Gateway&lt;/strong&gt;, &lt;strong&gt;HTTPRoute&lt;/strong&gt;, &lt;strong&gt;GRPCRoute&lt;/strong&gt; in the first output, and &lt;strong&gt;LoadBalancerConfiguration&lt;/strong&gt;, &lt;strong&gt;TargetGroupConfiguration&lt;/strong&gt;, &lt;strong&gt;ListenerRuleConfiguration&lt;/strong&gt; in the second.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 3 — The new AWS-specific CRDs
&lt;/h3&gt;

&lt;p&gt;This is the biggest change when coming from Ingress on AWS. Everything you used to configure via annotations is now expressed through typed CRDs. This is strictly better — configuration errors surface at kubectl apply time instead of failing silently at runtime.&lt;/p&gt;

&lt;h3&gt;
  
  
  LoadBalancerConfiguration
&lt;/h3&gt;

&lt;p&gt;Replaces annotations like &lt;strong&gt;alb.ingress.kubernetes.io/scheme&lt;/strong&gt;, &lt;strong&gt;alb.ingress.kubernetes.io/subnets&lt;/strong&gt;, &lt;strong&gt;alb.ingress.kubernetes.io/security-groups&lt;/strong&gt;. It configures the ALB or NLB that backs your Gateway.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;apiVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.k8s.aws/v1beta1&lt;/span&gt;
&lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;LoadBalancerConfiguration&lt;/span&gt;
&lt;span class="na"&gt;metadata&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;internet-facing&lt;/span&gt;
  &lt;span class="na"&gt;namespace&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;platform&lt;/span&gt; &lt;span class="c1"&gt;# Must be in the same namespace as your Gateway&lt;/span&gt;
&lt;span class="na"&gt;spec&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;scheme&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;internet-facing&lt;/span&gt;
  &lt;span class="na"&gt;listenerConfigurations&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;defaultCertificate&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;arn:aws:acm:us-east-1:xxxxxxxxxxxx:certificate/...&lt;/span&gt;
    &lt;span class="na"&gt;protocolPort&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;HTTPS:443&lt;/span&gt;
  &lt;span class="na"&gt;loadBalancerAttributes&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;key&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;idle_timeout.timeout_seconds&lt;/span&gt;
    &lt;span class="na"&gt;value&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;305"&lt;/span&gt;
  &lt;span class="na"&gt;wafV2&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;webACL&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;arn:aws:wafv2:us-east-1:xxxxxxxxxxxx:regional/webacl/...&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  TargetGroupConfiguration
&lt;/h3&gt;

&lt;p&gt;Replaces &lt;strong&gt;alb.ingress.kubernetes.io/target-group-attributes&lt;/strong&gt;, &lt;strong&gt;alb.ingress.kubernetes.io/healthcheck&lt;/strong&gt;, and similar annotations. Attached to a Service.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;apiVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.k8s.aws/v1beta1&lt;/span&gt;
&lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;TargetGroupConfiguration&lt;/span&gt;
&lt;span class="na"&gt;metadata&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;api-tg-config&lt;/span&gt;
  &lt;span class="na"&gt;namespace&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;my-app-ns&lt;/span&gt;
&lt;span class="na"&gt;spec&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;targetReference&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Service&lt;/span&gt;
    &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;api-service&lt;/span&gt;
  &lt;span class="na"&gt;defaultConfiguration&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;targetType&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;ip&lt;/span&gt;
  &lt;span class="na"&gt;routeConfigurations&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;routeIdentifier&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;HTTPRoute&lt;/span&gt;
        &lt;span class="na"&gt;namespace&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;my-app-ns&lt;/span&gt;
        &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;my-app-route&lt;/span&gt;
      &lt;span class="na"&gt;targetGroupProps&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;healthCheckConfig&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
          &lt;span class="na"&gt;healthCheckPath&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;/healthz&lt;/span&gt;
          &lt;span class="na"&gt;healthCheckPort&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;8080&lt;/span&gt;
          &lt;span class="na"&gt;healthCheckProtocol&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;HTTP&lt;/span&gt;
          &lt;span class="na"&gt;healthyThresholdCount&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;2&lt;/span&gt;
          &lt;span class="na"&gt;unhealthyThresholdCount&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;2&lt;/span&gt;
          &lt;span class="na"&gt;healthCheckTimeout&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;5&lt;/span&gt;
          &lt;span class="na"&gt;healthCheckInterval&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;15&lt;/span&gt;
          &lt;span class="na"&gt;matcher&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
            &lt;span class="na"&gt;httpCode&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;200"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 4 — Create the GatewayClass
&lt;/h3&gt;

&lt;p&gt;The GatewayClass tells Kubernetes which controller manages gateways of this type. It’s a cluster-scoped resource — your platform team creates it once, and app teams reference it by name.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;For ALB (L7):&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;apiVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.networking.k8s.io/v1&lt;/span&gt;
&lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;GatewayClass&lt;/span&gt;
&lt;span class="na"&gt;metadata&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;aws-alb&lt;/span&gt;
&lt;span class="na"&gt;spec&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;controllerName&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.k8s.aws/alb&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;For NLB (L4):&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;apiVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.networking.k8s.io/v1&lt;/span&gt;
&lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;GatewayClass&lt;/span&gt;
&lt;span class="na"&gt;metadata&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;aws-nlb&lt;/span&gt;
&lt;span class="na"&gt;spec&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;controllerName&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.k8s.aws/nlb&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 5 — Create the Gateway
&lt;/h3&gt;

&lt;p&gt;The Gateway represents your actual load balancer. It defines listeners and references a &lt;strong&gt;LoadBalancerConfiguration&lt;/strong&gt; for AWS-specific settings.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;apiVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.networking.k8s.io/v1&lt;/span&gt;
&lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Gateway&lt;/span&gt;
&lt;span class="na"&gt;metadata&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;default-gateway&lt;/span&gt;
  &lt;span class="na"&gt;namespace&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;platform&lt;/span&gt; &lt;span class="c1"&gt;# Must be in the same namespace as your LoadBalancerConfiguration&lt;/span&gt;
&lt;span class="na"&gt;spec&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;gatewayClassName&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;aws-alb&lt;/span&gt;
  &lt;span class="na"&gt;infrastructure&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;parametersRef&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;group&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.k8s.aws&lt;/span&gt;
      &lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;LoadBalancerConfiguration&lt;/span&gt;
      &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;internet-facing&lt;/span&gt; &lt;span class="c1"&gt;# Your LoadBalancerConfiguration&lt;/span&gt;
  &lt;span class="na"&gt;listeners&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;http&lt;/span&gt;
    &lt;span class="na"&gt;protocol&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;HTTP&lt;/span&gt;
    &lt;span class="na"&gt;port&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;80&lt;/span&gt;
    &lt;span class="na"&gt;allowedRoutes&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;namespaces&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;from&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;All&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;https&lt;/span&gt;
    &lt;span class="na"&gt;protocol&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;HTTPS&lt;/span&gt;
    &lt;span class="na"&gt;port&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;443&lt;/span&gt;
    &lt;span class="na"&gt;allowedRoutes&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;namespaces&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;from&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;All&lt;/span&gt;
    &lt;span class="na"&gt;tls&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;mode&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Terminate&lt;/span&gt;
      &lt;span class="na"&gt;options&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="na"&gt;aws.amazon.com/acm-certificate-arn&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;arn:aws:acm:us-east-1:xxxxxxxxxxxx:certificate/...&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;After applying this, the AWS Load Balancer Controller provisions an ALB. Check the status:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;kubectl get gateway default-gateway &lt;span class="nt"&gt;-n&lt;/span&gt; platform
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The &lt;strong&gt;ADDRESS&lt;/strong&gt; field will populate with the ALB's DNS name once it's &lt;strong&gt;PROGRAMMED: True&lt;/strong&gt;. This takes 1-2 minutes.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 6 — Create HTTPRoutes for your applications
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;HTTPRoute&lt;/strong&gt; is where your application teams live. It maps to the routing rules you had in your Ingress spec, but without the annotation noise.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;apiVersion&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.networking.k8s.io/v1&lt;/span&gt;
&lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;HTTPRoute&lt;/span&gt;
&lt;span class="na"&gt;metadata&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;my-app-route&lt;/span&gt;
  &lt;span class="na"&gt;namespace&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;my-app-ns&lt;/span&gt;
&lt;span class="na"&gt;spec&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;parentRefs&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;group&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;gateway.networking.k8s.io&lt;/span&gt;
      &lt;span class="na"&gt;kind&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Gateway&lt;/span&gt;
      &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;default-gateway&lt;/span&gt;
      &lt;span class="na"&gt;namespace&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;platform&lt;/span&gt; &lt;span class="c1"&gt;# Cross-namespace reference to the shared Gateway&lt;/span&gt;
      &lt;span class="na"&gt;sectionName&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;https&lt;/span&gt; &lt;span class="c1"&gt;# Attach to the HTTPS listener specifically&lt;/span&gt;
  &lt;span class="na"&gt;hostnames&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;myapp.example.com"&lt;/span&gt;
  &lt;span class="na"&gt;rules&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;matches&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;path&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
            &lt;span class="na"&gt;type&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;PathPrefix&lt;/span&gt;
            &lt;span class="na"&gt;value&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;/api&lt;/span&gt;
      &lt;span class="na"&gt;backendRefs&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;api-service&lt;/span&gt;
          &lt;span class="na"&gt;port&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;8080&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;matches&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;path&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
            &lt;span class="na"&gt;type&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;PathPrefix&lt;/span&gt;
            &lt;span class="na"&gt;value&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;/&lt;/span&gt;
      &lt;span class="na"&gt;backendRefs&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;frontend-service&lt;/span&gt;
          &lt;span class="na"&gt;port&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;3000&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Traffic splitting is now native. Just set a weight on each &lt;strong&gt;backendRef&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;rules&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;backendRefs&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
        &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;my-app-v1&lt;/span&gt;
          &lt;span class="na"&gt;port&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;8080&lt;/span&gt;
          &lt;span class="na"&gt;weight&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;90&lt;/span&gt;
        &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;my-app-v2&lt;/span&gt;
          &lt;span class="na"&gt;port&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;8080&lt;/span&gt;
          &lt;span class="na"&gt;weight&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;10&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  The migration strategy: no downtime required
&lt;/h3&gt;

&lt;p&gt;Don’t delete your NGINX Ingress resources first. Here’s the safe path:&lt;/p&gt;

&lt;h3&gt;
  
  
  1. Run both controllers in parallel
&lt;/h3&gt;

&lt;p&gt;Deploy the Gateway API resources alongside your existing NGINX Ingress. They’ll get different AWS load balancer endpoints. Your NGINX Ingress keeps serving production traffic.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Test the Gateway endpoint
&lt;/h3&gt;

&lt;p&gt;After your Gateway and HTTPRoute resources are applied and the ALB is &lt;strong&gt;PROGRAMMED&lt;/strong&gt;, test it directly by hitting the ALB DNS name with a Host header:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Host: myapp.example.com"&lt;/span&gt; http://&amp;lt;alb-dns-name&amp;gt;/api/healthz
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  3. Shift traffic progressively via weighted DNS
&lt;/h3&gt;

&lt;p&gt;Update your DNS record to use weighted routing (Route 53 weighted records work perfectly here). Start with 5–10% of traffic going to the new ALB, watch your metrics and error rates, then gradually shift to 100%.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Clean up NGINX resources
&lt;/h3&gt;

&lt;p&gt;Once 100% of traffic is on the Gateway API path and you’ve monitored for a stability period, remove your Ingress resources and eventually the NGINX controller itself.&lt;/p&gt;

&lt;h3&gt;
  
  
  Common pitfalls
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Internal ALB instead of internet-facing.&lt;/strong&gt; If you don’t explicitly set scheme: internet-facing in your &lt;strong&gt;LoadBalancerConfiguration&lt;/strong&gt;, you get an internal ALB that's not reachable from the internet. This is the single most common "why isn't it working" issue.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;LoadBalancerConfiguration in the wrong namespace.&lt;/strong&gt; When attaching a &lt;strong&gt;LoadBalancerConfiguration&lt;/strong&gt; to a Gateway, it must be in the same namespace as the Gateway. Cross-namespace references are not supported here.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feature gates not enabled.&lt;/strong&gt; If your Gateway stays in a Pending state and the controller logs show nothing about it, check that &lt;strong&gt;ALBGatewayAPI: true&lt;/strong&gt; is in your feature gates. The controller silently ignores Gateway resources when the feature is disabled.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;VPC CNI required for IP mode.&lt;/strong&gt; If you’re using a non-VPC-native CNI, IP-mode target groups won’t work. You can use NodePort services with instance target type, but you lose the pod-level routing precision.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Always check status conditions.&lt;/strong&gt; Check the status field of your Gateway and &lt;strong&gt;HTTPRoute&lt;/strong&gt; resources — the controller writes detailed conditions there, including the ALB DNS name, ARN, and any reconciliation errors.
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;kubectl describe gateway default-gateway &lt;span class="nt"&gt;-n&lt;/span&gt; platform
kubectl describe httproute my-app-route &lt;span class="nt"&gt;-n&lt;/span&gt; my-app
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Conclusions
&lt;/h3&gt;

&lt;p&gt;Gateway API on EKS is genuinely better than Ingress. The role separation between &lt;strong&gt;GatewayClass&lt;/strong&gt;, &lt;strong&gt;Gateway&lt;/strong&gt;, and &lt;strong&gt;HTTPRoute&lt;/strong&gt; maps cleanly to how platform teams and application teams actually work. The typed CRDs (&lt;strong&gt;LoadBalancerConfiguration&lt;/strong&gt;, &lt;strong&gt;TargetGroupConfiguration&lt;/strong&gt;) replace annotation soup with something you can actually validate. And the routing capabilities — header-based routing, traffic splitting, gRPC support — are built in rather than bolted on.&lt;/p&gt;

&lt;p&gt;The migration itself is less scary than it looks. Run both in parallel, shift DNS progressively, and clean up when you’re confident. The NGINX controller retirement is a forcing function, but it’s also a good excuse to modernize your cluster networking in a way you’ll appreciate for years.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Have questions or suggestions? Let me hear your thoughts in the comments — I’m happy to help and discuss!&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Resources:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://gateway-api.sigs.k8s.io/" rel="noopener noreferrer"&gt;Kubernetes Gateway API docs&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://kubernetes-sigs.github.io/aws-load-balancer-controller/latest/guide/gateway/gateway/" rel="noopener noreferrer"&gt;AWS Load Balancer Controller — Gateway API guide&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://kubernetes-sigs.github.io/aws-load-balancer-controller/latest/guide/gateway/customization/" rel="noopener noreferrer"&gt;AWS Load Balancer Controller customization (CRDs)&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://github.com/kubernetes-sigs/ingress2gateway" rel="noopener noreferrer"&gt;ingress2gateway migration tool&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://aws.amazon.com/blogs/networking-and-content-delivery/aws-load-balancer-controller-adds-general-availability-support-for-kubernetes-gateway-api/" rel="noopener noreferrer"&gt;AWS blog: LBC Gateway API GA announcement&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>eks</category>
      <category>nginx</category>
      <category>k8s</category>
      <category>aws</category>
    </item>
    <item>
      <title>Understand Graphs and Trees with JavaScript</title>
      <dc:creator>Douglas Alves</dc:creator>
      <pubDate>Mon, 30 Jan 2023 13:30:42 +0000</pubDate>
      <link>https://dev.to/douglas0n/understand-graphs-and-trees-with-javascript-1io7</link>
      <guid>https://dev.to/douglas0n/understand-graphs-and-trees-with-javascript-1io7</guid>
      <description>&lt;h3&gt;
  
  
  Understanding Graphs and Trees with JavaScript
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn-images-1.medium.com%2Fmax%2F1024%2F0%2AKYtq4w-QMQ4vFHg4" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn-images-1.medium.com%2Fmax%2F1024%2F0%2AKYtq4w-QMQ4vFHg4" alt="Photo by Mila Tovar on Unsplash" width="1024" height="683"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Photo by Mila Tovar on Unsplash&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;In the &lt;a href="https://dev.to/douglas0n/understanding-data-structures-with-javascript-400e"&gt;last article&lt;/a&gt;, I introduced the principal data structures like stacks, queues, and hash tables. This article is a second part where I will explain two important data structures: graph and tree, demonstrating how you can implement them with JavaScript.&lt;/p&gt;

&lt;p&gt;If you haven’t read the first part, please click &lt;a href="https://dev.to/douglas0n/understanding-data-structures-with-javascript-400e"&gt;here&lt;/a&gt; to read it before further reading the second part.&lt;/p&gt;
&lt;h3&gt;
  
  
  Understanding Graphs
&lt;/h3&gt;

&lt;p&gt;A graph is a structure used to represent non-linear relationships between objects. Graph objects are named &lt;strong&gt;nodes (or vertices)&lt;/strong&gt;, and the relationships between objects are named &lt;strong&gt;edges&lt;/strong&gt;. The number of edges connected to a node is called a  &lt;strong&gt;degree&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Graphs are essential to represent complex data relationships and have many applications in diverse fields like logistics, gene mapping, and air traffic control.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxk241ac3dmxidxtnm4u2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxk241ac3dmxidxtnm4u2.png" alt="Understanding Graphs" width="799" height="331"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;A sequence of nodes connected by edges is named a &lt;strong&gt;path&lt;/strong&gt;. When the path starts and ends on the same node, it’s named a  &lt;strong&gt;cycle&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;When the edges in a graph have a single direction, the graph is called a directional graph (&lt;strong&gt;digraph).&lt;/strong&gt; When the edges are bi-directional, the graph is called an &lt;strong&gt;undirected graph&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftgb8608vamxn816c4ori.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftgb8608vamxn816c4ori.png" alt="digraph" width="800" height="246"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We can also assign values to the edges. In that case, the graph is called a &lt;strong&gt;weighted graph&lt;/strong&gt;. An example of a weighted graph is an airway map, where the waypoints are the nodes, the routes connecting the waypoints are the edges, and the distances between waypoints are the weights.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Foqkd80cy91z4rbytmo7h.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Foqkd80cy91z4rbytmo7h.png" alt="Part of the Brazil en-route chart, available at decea.mil.br" width="799" height="411"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Part of the Brazil en-route chart, available at decea.mil.br&lt;/em&gt;&lt;/p&gt;
&lt;h4&gt;
  
  
  How to implement graphs
&lt;/h4&gt;

&lt;p&gt;There are two main techniques to represent a graph: &lt;strong&gt;adjacent matrix&lt;/strong&gt; , which uses a matrix listing all nodes horizontally and vertically, adding a number in the intersections representing the edges connecting the nodes, and &lt;strong&gt;adjacent list&lt;/strong&gt; , which uses a list containing the reference of nodes connected by edges.&lt;/p&gt;

&lt;p&gt;We can implement an undirected graph with adjacent lists in JavaScript by creating two classes as follows:&lt;/p&gt;

&lt;p&gt;Let’s start by creating the Node class.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Node&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;adjacentNodes&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;getAdjacentNodes&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;adjacentNodes&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;addAdjacentNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;adjacentNodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;has&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;adjacentNodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;removeAdjacentNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;adjacentNodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="k"&gt;delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The Node class has the properties adjacentNodes (a set of adjacent nodes) and value (the node value), and the methods getAdjacentNodes, addAdjacentNode, and removeAdjacentNode to get, add, and remove adjacent nodes.&lt;/p&gt;

&lt;p&gt;Next, create the Graph class as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;Node&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;./node.js&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Graph&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Map&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;addNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;has&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;node&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Node&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;set&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;removeNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;currentNode&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;has&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="k"&gt;for &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;node&lt;/span&gt; &lt;span class="k"&gt;of&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;values&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;removeAdjacentNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;currentNode&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="k"&gt;delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In the implementation above, we are using a Map object to store the graph nodes. The JavaScript &lt;a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Map" rel="noopener noreferrer"&gt;map&lt;/a&gt; class provides all the advantages of the &lt;strong&gt;hash table&lt;/strong&gt; explained in the &lt;a href="https://dev.to/douglas0n/understanding-data-structures-with-javascript-400e"&gt;last article&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;The class also has the method addNode, for creating new nodes and adding them to the nodes map, and the method removeNode, for removing the node from all adjacent lists and then removing it from the nodes map.&lt;/p&gt;

&lt;p&gt;We also need to create methods for adding and removing edges in the Graph class as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;sourceValue&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;destinationValue&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;source&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;sourceValue&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;destination&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;destinationValue&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;source&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; &lt;span class="nx"&gt;destination&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="nx"&gt;source&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addAdjacentNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;destination&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="nx"&gt;destination&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addAdjacentNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;source&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
 &lt;span class="p"&gt;}&lt;/span&gt;

 &lt;span class="nf"&gt;removeEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;sourceValue&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;destinationValue&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;source&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;sourceValue&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;destination&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;destinationValue&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;source&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; &lt;span class="nx"&gt;destination&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="nx"&gt;source&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;removeAdjacentNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;destination&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="nx"&gt;destination&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;removeAdjacentNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;source&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In an undirected graph with adjacent lists, we define edges by adding the source and destination nodes to the adjacent list of each node.&lt;/p&gt;

&lt;p&gt;In the example above, the method addEdge receives the source and destination values, searches for each node in the nodes map, and adds the corresponding nodes to the adjacent lists. The method removeEdge is very similar, but instead of adding the nodes, it will remove nodes from the adjacent lists.&lt;/p&gt;

&lt;h4&gt;
  
  
  A practical example
&lt;/h4&gt;

&lt;p&gt;Imagine you want to represent the following graph:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2f6m7qwbypz67vkdfjaz.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2f6m7qwbypz67vkdfjaz.png" alt="simple graph example" width="800" height="266"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can represent the graph as in the following example:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;graph&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Graph&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;nodes&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;A&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;B&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;C&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;D&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;E&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]);&lt;/span&gt;

&lt;span class="k"&gt;for &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;node&lt;/span&gt; &lt;span class="k"&gt;of&lt;/span&gt; &lt;span class="nx"&gt;nodes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;values&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addNode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;A&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;B&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;A&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;E&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;B&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;C&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;B&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;D&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;C&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;E&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;C&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;D&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;D&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;E&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="nx"&gt;graph&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEdge&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;E&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;A&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="cm"&gt;/* Adjacent lists:
 * A &amp;gt; ["B", "E"];
 * B &amp;gt; ["A", "C", "D"];
 * C &amp;gt; ["B", "E", "D"];
 * D &amp;gt; ["B", "C", "E"];
 * E &amp;gt; ["A", "C", "D"];
 */&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now, let’s understand another useful type of graph named tree.&lt;/p&gt;

&lt;h3&gt;
  
  
  Understanding Trees
&lt;/h3&gt;

&lt;p&gt;A tree is a specific type of graph. We say it’s a tree when the graph is undirected, has no cycles, and all nodes are connected. The first node in a tree is named &lt;strong&gt;root,&lt;/strong&gt; the last node in a path is named &lt;strong&gt;leaf&lt;/strong&gt; , and the path connecting the root node to a leaf node is named &lt;strong&gt;branch&lt;/strong&gt;. The number of edges connecting the root to the more distant leaf is named  &lt;strong&gt;height&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Trees are used for solving diverse problems like building other data structures, fast searching algorithms, and machine learning models.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fz8ywlh9qonik9rrdj973.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fz8ywlh9qonik9rrdj973.png" alt="Understanding Trees" width="800" height="434"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can implement different versions, depending on the problem you need to solve, such as &lt;strong&gt;binary search trees&lt;/strong&gt; , &lt;strong&gt;expression trees&lt;/strong&gt; , and &lt;strong&gt;balanced trees.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;A tree is a type of graph, so you can also use the techniques explained before ( &lt;strong&gt;adjacent matrix&lt;/strong&gt; and &lt;strong&gt;adjacent list)&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Graph and tree traversal algorithms
&lt;/h3&gt;

&lt;p&gt;Graph traversal is the process of visiting each node in a graph. There are various traversal algorithms for specific uses. I’ll explain the &lt;strong&gt;breadth-first search (BFS)&lt;/strong&gt; and &lt;strong&gt;depth-first search (DFS)&lt;/strong&gt;, which you can use to traverse both a graph and a tree.&lt;/p&gt;

&lt;h4&gt;
  
  
  How to implement a &lt;strong&gt;breadth-first search&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;The BFS algorithm starts in a given node and visits all the adjacent nodes before proceeding. In a tree, the starting node must be the root.&lt;/p&gt;

&lt;p&gt;We can implement the BFS algorithm using a queue and registering all visited nodes in a list, as in the following example:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;  &lt;span class="nf"&gt;bfs&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstNode&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;nodesVisited&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;visitQueue&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Queue&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

    &lt;span class="nx"&gt;visitQueue&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstNode&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;while &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="nx"&gt;visitQueue&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isEmpty&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;node&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;visitQueue&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dequeue&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

      &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt; &lt;span class="o"&gt;!=&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Empty&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; &lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="nx"&gt;nodesVisited&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;has&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="nx"&gt;nodesVisited&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="nx"&gt;node&lt;/span&gt;
          &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getAdjacentNodes&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
          &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;forEach&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;adjacentNode&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nx"&gt;visitQueue&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;adjacentNode&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
      &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In the example above, we’re adding the first node to the visitQueue and iterating over the queue until it’s empty. In each iteration, we dequeue the node placed in front, add it to the nodesVisited set, and add all adjacent nodes to the visitQueue. With this method, all nodes will be visited following the order FIFO (first-in, first-out).&lt;/p&gt;

&lt;h4&gt;
  
  
  How to implement a depth-first search
&lt;/h4&gt;

&lt;p&gt;The DFS algorithm starts in a given node, but instead of visiting all adjacent nodes like in the BFS algorithm, it will visit the following nodes in the path before proceeding.&lt;/p&gt;

&lt;p&gt;We can implement the DFS algorithm the same way as BFS, but instead of using a queue, we must use a stack, as in the following example:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt; &lt;span class="nf"&gt;dfs&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstNode&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;nodesVisited&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;visitStack&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Stack&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

    &lt;span class="nx"&gt;visitStack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstNode&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;while &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="nx"&gt;visitStack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isEmpty&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;node&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;visitStack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pop&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

      &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt; &lt;span class="o"&gt;!=&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Underflow&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt; &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; &lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="nx"&gt;nodesVisited&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;has&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="nx"&gt;nodesVisited&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;node&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="nx"&gt;node&lt;/span&gt;
          &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getAdjacentNodes&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
          &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;forEach&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;adjacentNode&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nx"&gt;visitStack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;adjacentNode&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
      &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;With this method, all nodes will be visited following the order LIFO (last-in, first-out).&lt;/p&gt;

&lt;h3&gt;
  
  
  Next steps
&lt;/h3&gt;

&lt;p&gt;Graphs and trees are complex data structures. It’s challenging to resume all this knowledge in one article, so I recommend you to keep studying, and to help you in this journey, check these free resources:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Graph implementations&lt;/strong&gt; : &lt;a href="https://isaaccomputerscience.org/concepts/dsa_datastruct_graph_implementation?examBoard=all&amp;amp;stage=all&amp;amp;topic=data_structures" rel="noopener noreferrer"&gt;https://isaaccomputerscience.org/concepts/dsa_datastruct_graph_implementation?examBoard=all&amp;amp;stage=all&amp;amp;topic=data_structures&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Tree implementations&lt;/strong&gt; : &lt;a href="https://isaaccomputerscience.org/concepts/dsa_datastruct_tree?examBoard=all&amp;amp;stage=all&amp;amp;topic=data_structures" rel="noopener noreferrer"&gt;https://isaaccomputerscience.org/concepts/dsa_datastruct_tree?examBoard=all&amp;amp;stage=all&amp;amp;topic=data_structures&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Thank you for reading!&lt;/strong&gt; I hope this article has interesting and informative to you. Let me know your thoughts in the comments section, and consider following me for more articles like this.&lt;/p&gt;

</description>
      <category>softwaredevelopment</category>
      <category>computerscience</category>
      <category>programming</category>
      <category>datastructures</category>
    </item>
    <item>
      <title>Understanding Data Structures with JavaScript</title>
      <dc:creator>Douglas Alves</dc:creator>
      <pubDate>Sun, 04 Dec 2022 22:47:52 +0000</pubDate>
      <link>https://dev.to/douglas0n/understanding-data-structures-with-javascript-400e</link>
      <guid>https://dev.to/douglas0n/understanding-data-structures-with-javascript-400e</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn-images-1.medium.com%2Fmax%2F1024%2F0%2AiPAf-_Ex99Liyyq0" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn-images-1.medium.com%2Fmax%2F1024%2F0%2AiPAf-_Ex99Liyyq0" alt="Photo by Alina Grubnyak on Unsplash" width="1024" height="683"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Photo by Alina Grubnyak on Unsplash&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Data structures are the foundation of computer science and programming. We use data structures for retrieving, organizing, processing, and storing data. By learning the different data structures, you can become a better developer, comparing algorithms, choosing wisely libraries to use in each scenario, and implementing outstanding and cost-effective solutions.&lt;/p&gt;

&lt;p&gt;A deep understanding of data structures is also an excellent skill for technical interviews in big companies.&lt;/p&gt;

&lt;p&gt;In this article, I will explain the principal data structures and demonstrate how to implement them with JavaScript, but you can apply its concepts in any programming language.&lt;/p&gt;
&lt;h3&gt;
  
  
  Understanding Sets
&lt;/h3&gt;

&lt;p&gt;A set is a collection of unique elements of any type. It can contain strings, numbers, objects, and even other sets. The concept of sets comes from &lt;strong&gt;set theory&lt;/strong&gt; , and we can easily implement the operations for manipulating them with JavaScript.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxkacg2fgxn5vvvet9xuq.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxkacg2fgxn5vvvet9xuq.png" alt="Understanding Sets" width="800" height="290"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;To create sets in JavaScript, we can use the Set() class:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="kd"&gt;set&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="kd"&gt;set&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;value&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;weight&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;2&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="kd"&gt;set&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;string&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;set&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kd"&gt;set&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="c1"&gt;// Output: Set(3) { { value: 3, weight: 2 }, 'string', true }&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;To implement set operations, we can use the Set() class methods as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Union&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;union&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstSet&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;secondSet&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;setUnion&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstSet&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

  &lt;span class="k"&gt;for &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;element&lt;/span&gt; &lt;span class="k"&gt;of&lt;/span&gt; &lt;span class="nx"&gt;secondSet&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;setUnion&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;element&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;setUnion&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;};&lt;/span&gt;

&lt;span class="c1"&gt;// Intersection&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;intersection&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstSet&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;secondSet&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;setIntersection&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

  &lt;span class="k"&gt;for &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;element&lt;/span&gt; &lt;span class="k"&gt;of&lt;/span&gt; &lt;span class="nx"&gt;secondSet&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstSet&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;has&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;element&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="nx"&gt;setIntersection&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;element&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;setIntersection&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;};&lt;/span&gt;

&lt;span class="c1"&gt;// Difference&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;difference&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstSet&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;secondSet&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;setDifference&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Set&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;firstSet&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

  &lt;span class="k"&gt;for &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;element&lt;/span&gt; &lt;span class="k"&gt;of&lt;/span&gt; &lt;span class="nx"&gt;secondSet&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;setDifference&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="k"&gt;delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;element&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;setDifference&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;};&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You can use sets to implement various algorithms and even other data structures. Different from &lt;a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array#description" rel="noopener noreferrer"&gt;arrays&lt;/a&gt;, sets are flexible data structures you can use to store any kind of data.&lt;/p&gt;

&lt;h3&gt;
  
  
  Understanding Stacks
&lt;/h3&gt;

&lt;p&gt;A stack is a collection of elements where the insertion and removal follows a specific order ( &lt;strong&gt;last-in, first-Out&lt;/strong&gt; ). The concept of stacks comes from &lt;strong&gt;queuing theory&lt;/strong&gt;. Like a stack of plates, where you can’t remove the plate at the bottom, in a stack, you can only add or remove an item at the top of the stack.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn9290zja3f7xql7yyvcp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn9290zja3f7xql7yyvcp.png" alt="Understanding Stacks" width="800" height="305"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We can implement stacks with a dynamic structure, which doesn’t have a fixed size and can grow dynamically, or with a static structure, which has a fixed size and can’t store more items them a defined limit.&lt;/p&gt;

&lt;p&gt;To implement stacks with static structure in JavaScript, we can create a new class as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Stack&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;maxLength&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Array&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;maxLength&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;maxLength&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;item&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isFull&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Overflow&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;item&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;pop&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isEmpty&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Underflow&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pop&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;peek&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;];&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;isEmpty&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt; &lt;span class="o"&gt;===&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;isFull&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt; &lt;span class="o"&gt;===&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;maxLength&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;stack&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Stack&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="nx"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="nx"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;101&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="nx"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;102&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="nx"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pop&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;stack&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;peek&lt;/span&gt;&lt;span class="p"&gt;());&lt;/span&gt;

&lt;span class="c1"&gt;// Output: 101&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h4&gt;
  
  
  Use case
&lt;/h4&gt;

&lt;p&gt;Now, let’s see a simple example of how to use a stack. Imagine you are developing a text editor and it needs to track the last file changes, so users can undo or redo the changes. You can use a stack to track file changes as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;Stack&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;./stack.js&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Editor&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;lastChanges&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Stack&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;50&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="nf"&gt;write&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;writable&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;input&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;writable&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;write&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;input&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;lastChanges&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;input&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="nf"&gt;undo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;writable&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;lastChange&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;lastChanges&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;peek&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;writable&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;remove&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;lastChange&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;lastChanges&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pop&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="nf"&gt;redo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;writable&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;input&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;write&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;writable&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;input&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In the example above, whenever we write an input to the file, the method also adds the change to the lastChanges stack invoking the method push().&lt;/p&gt;

&lt;p&gt;Whenever we undo a file change, the method gets the last change by invoking the method peek(), next remove it from the file, and remove it from the lastChanges stack by invoking the method pop().&lt;/p&gt;

&lt;h3&gt;
  
  
  Understanding Queues
&lt;/h3&gt;

&lt;p&gt;A queue is a collection of elements where the insertion and removal follows a specific order. Stacks and queues are similar, but different from stacks, queues are &lt;strong&gt;first-in, first-out&lt;/strong&gt; structures, which means the first element to be added will be the first element to be removed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fq49lctbackbpj7adkgdl.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fq49lctbackbpj7adkgdl.png" alt="Understanding Queues" width="800" height="321"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Depending on the requirements, we can implement a &lt;strong&gt;circular queue&lt;/strong&gt; , which is a queue that reuses empty slots. Circular queues need to manage the free space in an array by pointing to the front and back indexes after enqueueing or dequeuing an element.&lt;/p&gt;

&lt;p&gt;We can also implement a &lt;strong&gt;priority queue,&lt;/strong&gt; where some items have priority over others. In that case, we must enqueue an item with high priority in front of items with low priority.&lt;/p&gt;

&lt;p&gt;To implement linear queues with static structure in JavaScript, we can create a new class as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Queue&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;maxLength&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Array&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;maxLength&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;maxLength&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;enqueue&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;item&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isFull&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Full&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;push&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;item&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;dequeue&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isEmpty&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Empty&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;shift&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;front&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;];&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;isEmpty&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt; &lt;span class="o"&gt;===&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;isFull&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt; &lt;span class="o"&gt;===&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;maxLength&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h4&gt;
  
  
  Use case
&lt;/h4&gt;

&lt;p&gt;Now, let’s see an example using a queue. Imagine you are developing a feed with an infinite scroll for a social media app. As the user scrolls down the feed, you need to simultaneously load new posts and unload posts already seen, for performance reasons. You can use a queue to load and unload the posts as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;Queue&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;./linearQueue.js&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Feed&lt;/span&gt; &lt;span class="kd"&gt;extends&lt;/span&gt; &lt;span class="nc"&gt;Queue&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;height&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;super&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;height&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;isEmpty&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;The feed is empty&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;items&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="nf"&gt;load&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;post&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;https://api.co/userfeed/post/&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;enqueue&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;post&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;unload&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dequeue&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In the example above, we can invoke the load() and unload() methods to display the posts correctly as the user scrolls down the feed, loading new posts and removing those already seen.&lt;/p&gt;

&lt;h3&gt;
  
  
  Understanding Hash Tables
&lt;/h3&gt;

&lt;p&gt;A hash table is a structure that stores data in key-value pairs, hashing the key and storing it as an index. The algorithm applied to convert the key in a hash value is called hash function. Hash tables are especially useful when you need fast searching.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn5m8m6mx1bu1btcvgf8e.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn5m8m6mx1bu1btcvgf8e.png" alt="Understanding Hash Tables" width="799" height="292"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;A common problem with hash tables is collisions, which occur when the hash function produces the same hash for different keys.&lt;/p&gt;

&lt;p&gt;We can handle collisions with two different methods: &lt;strong&gt;linear probing&lt;/strong&gt; and &lt;strong&gt;chaining&lt;/strong&gt;. I won’t explain these methods in this article, but I recommend you to go deeper into this topic as probably you will have to deal with collisions.&lt;/p&gt;

&lt;p&gt;We can easily implement a hash table in JavaScript by creating a class as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="kd"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;HashTable&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;constructor&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;size&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;table&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Array&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;255&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="nf"&gt;hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;let&lt;/span&gt; &lt;span class="nx"&gt;hash&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

    &lt;span class="k"&gt;for &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kd"&gt;let&lt;/span&gt; &lt;span class="nx"&gt;index&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="nx"&gt;index&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="nx"&gt;index&lt;/span&gt;&lt;span class="o"&gt;++&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
      &lt;span class="nx"&gt;hash&lt;/span&gt; &lt;span class="o"&gt;+=&lt;/span&gt; &lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;charCodeAt&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;index&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;hash&lt;/span&gt; &lt;span class="o"&gt;%&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;table&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;set&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;index&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="nf"&gt;hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;table&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;index&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;value&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;
    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;size&lt;/span&gt;&lt;span class="o"&gt;++&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;index&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="nf"&gt;hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;table&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;index&lt;/span&gt;&lt;span class="p"&gt;];&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;

  &lt;span class="nf"&gt;remove&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;index&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="err"&gt;#&lt;/span&gt;&lt;span class="nf"&gt;hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;key&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;table&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;index&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;table&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;index&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="kc"&gt;undefined&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

    &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;size&lt;/span&gt;&lt;span class="o"&gt;--&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In the implementation above, the hash function is a private method that gets the &lt;em&gt;ASCII&lt;/em&gt; code of every character of the key and applies the remainder operator to ensure that the hash key is in the valid range of table indexes (as the table is an array with limited size), producing a numeric index for every key-value pair stored.&lt;/p&gt;

&lt;h4&gt;
  
  
  Use cases
&lt;/h4&gt;

&lt;p&gt;A classic use case of hash tables is database indexing. Hash tables can be used in database engines to create indexes of specified columns in database tables so that it doesn’t need to scan entire tables when querying.&lt;/p&gt;

&lt;p&gt;Hash tables can also be used to create in-memory caching systems, where the data needs to be stored and retrieved really fast.&lt;/p&gt;

&lt;h3&gt;
  
  
  Next steps
&lt;/h3&gt;

&lt;p&gt;There are other important data structures in addition to those explained. In the next post, I will explain &lt;strong&gt;graphs&lt;/strong&gt; and &lt;strong&gt;trees&lt;/strong&gt; with examples and use cases using JavaScript, so if you are interested subscribe so you don’t miss the article.&lt;/p&gt;

&lt;p&gt;To help deepen your knowledge of the data structures explained, I recommend these free resources:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Sets operations&lt;/strong&gt; : &lt;a href="https://isaaccomputerscience.org/concepts/data_numsys_set_operations?examBoard=all&amp;amp;stage=all" rel="noopener noreferrer"&gt;https://isaaccomputerscience.org/concepts/data_numsys_set_operations&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Stacks&lt;/strong&gt; : &lt;a href="https://isaaccomputerscience.org/concepts/dsa_datastruct_stack?examBoard=all&amp;amp;stage=all&amp;amp;topic=data_structures" rel="noopener noreferrer"&gt;https://isaaccomputerscience.org/concepts/dsa_datastruct_stack&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Queues&lt;/strong&gt; : &lt;a href="https://isaaccomputerscience.org/concepts/dsa_datastruct_queue?examBoard=all&amp;amp;stage=all&amp;amp;topic=data_structures" rel="noopener noreferrer"&gt;https://isaaccomputerscience.org/concepts/dsa_datastruct_queue&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Hash tables&lt;/strong&gt; : &lt;a href="https://isaaccomputerscience.org/concepts/dsa_datastruct_hash_table?examBoard=all&amp;amp;stage=all&amp;amp;topic=data_structures" rel="noopener noreferrer"&gt;https://isaaccomputerscience.org/concepts/dsa_datastruct_hash_table&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Thanks for reading!&lt;/strong&gt; Keep studying the different data structures and don’t miss my next article where I will explain &lt;strong&gt;trees&lt;/strong&gt; and &lt;strong&gt;graphs&lt;/strong&gt; with JavaScript. Let me know your thoughts in the comments section, and consider following me for more articles like this.&lt;/p&gt;

</description>
      <category>datastructures</category>
      <category>javascript</category>
      <category>tutorial</category>
      <category>programming</category>
    </item>
    <item>
      <title>Building your First Node.js Project</title>
      <dc:creator>Douglas Alves</dc:creator>
      <pubDate>Sat, 29 Oct 2022 18:48:02 +0000</pubDate>
      <link>https://dev.to/douglas0n/building-your-first-nodejs-project-2a56</link>
      <guid>https://dev.to/douglas0n/building-your-first-nodejs-project-2a56</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8lx02i4nrttoa4lpvta8.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8lx02i4nrttoa4lpvta8.png" alt="Node.js Logo" width="800" height="400"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;When learning a new programming language, it’s common to find several questions in our minds and a sea of ​​content to navigate. You can face trouble searching for a path to follow, but don’t worry! I will explain some concepts to help you get started on the right foot with Node.js!&lt;/p&gt;

&lt;h3&gt;
  
  
  First of all, what is Node.js?
&lt;/h3&gt;

&lt;p&gt;Node.js is a JavaScript execution environment that runs outside a browser. In other words, you can run JavaScript directly in your operating system. It runs under the V8 engine, the Google Chrome JavaScript engine.&lt;/p&gt;

&lt;p&gt;Beyond running your scripts, Node.js offers a series of tools that transform JavaScript into a complete programming language.&lt;/p&gt;

&lt;h3&gt;
  
  
  What is npm?
&lt;/h3&gt;

&lt;p&gt;When you install Node.js, you will notice it also installs &lt;strong&gt;npm&lt;/strong&gt; , the &lt;strong&gt;Node Package Manager&lt;/strong&gt;. We use npm to install and manage our project dependencies.&lt;/p&gt;

&lt;p&gt;You can find anything you can think of in the constantly growing npm library.&lt;/p&gt;

&lt;p&gt;Here are some &lt;strong&gt;npm&lt;/strong&gt; commands for you to get familiar with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;To start a project: npm init&lt;/li&gt;
&lt;li&gt;Install a new package: npm install &amp;lt;&amp;gt;&lt;/li&gt;
&lt;li&gt;Remove a package: npm remove &amp;lt;&amp;gt;&lt;/li&gt;
&lt;li&gt;Run the project: npm start&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Understanding the package file
&lt;/h3&gt;

&lt;p&gt;The &lt;strong&gt;package.json&lt;/strong&gt; is the main file of a Node.js project. In this file, you define your project metadata, the dependencies (packages your project need), and other features as scripts to run and debug your project.&lt;/p&gt;


&lt;div class="ltag_gist-liquid-tag"&gt;
  
&lt;/div&gt;


&lt;p&gt;These are some sections of &lt;strong&gt;package.json&lt;/strong&gt; that you should know at the beginning:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Metadata&lt;/strong&gt; : general information about the project. This section is essential when publishing the project on package registries.&lt;/li&gt;
&lt;/ul&gt;


&lt;div class="ltag_gist-liquid-tag"&gt;
  
&lt;/div&gt;


&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Scripts&lt;/strong&gt; : these are shortcuts you can use with npm to automate and make your work easier. For example, you can type npm start instead of node index.js to run the project. Scripts are essential when using tools that require complex commands.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Whenever you create a script (except in the cases of the &lt;strong&gt;start&lt;/strong&gt; script), you should run it as follows: npm run &amp;lt;&amp;lt; your script &amp;gt;&amp;gt;.&lt;/p&gt;


&lt;div class="ltag_gist-liquid-tag"&gt;
  
&lt;/div&gt;


&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Dependencies&lt;/strong&gt; : npm will record the packages used in your project in this section when you install them using the command npm install &amp;lt;&amp;gt; --save. Notice that you must add the flag --save to record a package reference.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;After running the command npm install, npm will create a folder named &lt;strong&gt;node_modules&lt;/strong&gt; in your project to store the dependencies.&lt;/p&gt;

&lt;h3&gt;
  
  
  Hands-on!
&lt;/h3&gt;

&lt;p&gt;Now that you know the basics, let’s build the famous &lt;strong&gt;hello world&lt;/strong&gt; example with Node.js:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;First, &lt;a href="https://nodejs.org/en/download/" rel="noopener noreferrer"&gt;install Node.js&lt;/a&gt; on your computer.&lt;/li&gt;
&lt;li&gt;Next, create a new folder named &lt;strong&gt;my-project&lt;/strong&gt; by running the following command: mkdir my-project &amp;amp;&amp;amp; cd my-project&lt;/li&gt;
&lt;li&gt;Inside the folder &lt;strong&gt;my-project&lt;/strong&gt; , run the command npm init and type the information required to create a new project:&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ft5hpmlnjc4rwy0jgadyj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ft5hpmlnjc4rwy0jgadyj.png" alt="Creating a new project with npm" width="799" height="463"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Creating a new project with npm&lt;/em&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Next, create a new file named &lt;strong&gt;index.js&lt;/strong&gt; and paste the following code:&lt;/li&gt;
&lt;/ul&gt;


&lt;div class="ltag_gist-liquid-tag"&gt;
  
&lt;/div&gt;


&lt;ul&gt;
&lt;li&gt;Create the script to start the project in the &lt;strong&gt;package.json&lt;/strong&gt; file as follows: "start": "node index.js"&lt;/li&gt;
&lt;li&gt;Finally, start the project by running npm start, and access &lt;a href="http://localhost:3000" rel="noopener noreferrer"&gt;http://localhost:3000&lt;/a&gt; in your browser.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0jm8i3dp4e85ykea236u.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0jm8i3dp4e85ykea236u.png" alt="Running a simple HTTP server" width="698" height="175"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Running a simple HTTP server&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;I recommend you change the code, rerun the project, and explore the results in your browser.&lt;/p&gt;

&lt;h3&gt;
  
  
  Next steps
&lt;/h3&gt;

&lt;p&gt;To do well in Node.js, you must master JavaScript, especially in more recent versions (ES6+).&lt;/p&gt;

&lt;p&gt;Another important tip is to keep an eye on TypeScript, a superset of JavaScript that adds features like types and static code analysis, which will save you a lot of time by describing errors and more.&lt;/p&gt;

&lt;p&gt;To help you in this journey, I recommend these free resources:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;W3Schools: &lt;a href="https://www.w3schools.com/nodejs/" rel="noopener noreferrer"&gt;https://www.w3schools.com/nodejs/&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Node.js documentation: &lt;a href="https://nodejs.dev/" rel="noopener noreferrer"&gt;https://nodejs.dev&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Mozilla Developer Network: &lt;a href="https://developer.mozilla.org/pt-BR/docs/Web/JavaScript" rel="noopener noreferrer"&gt;https://developer.mozilla.org/pt-BR/docs/Web/JavaScript&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Thanks for reading!&lt;/strong&gt; Keep studying, and soon you will master JavaScript and Node.js. Let me know your thoughts in the comments section, and consider following me for more articles like this.&lt;/p&gt;

</description>
      <category>javascript</category>
      <category>nodejstutorial</category>
      <category>node</category>
      <category>programming</category>
    </item>
    <item>
      <title>Enhance your Ubuntu experience with Gnome Software and Flatpacks</title>
      <dc:creator>Douglas Alves</dc:creator>
      <pubDate>Mon, 26 Sep 2022 14:49:53 +0000</pubDate>
      <link>https://dev.to/douglas0n/enhance-your-ubuntu-experience-with-gnome-software-and-flatpacks-2d7l</link>
      <guid>https://dev.to/douglas0n/enhance-your-ubuntu-experience-with-gnome-software-and-flatpacks-2d7l</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fy8pbv6ehnh5xs153i6vm.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fy8pbv6ehnh5xs153i6vm.png" alt="An screenshot of the Gnome Software home page, showing the categories." width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Ubuntu recently updated to version 22.04 LTS with Gnome 42, improving user experience and performance. We now have more touchpad gestures, power settings directly from the panel menu, smoother and polished animations, theme color customization, and more. However, Canonical has kept something that makes some users uncomfortable: the Snap store.&lt;/p&gt;

&lt;p&gt;If you are one of the Ubuntu users looking for how to make your experience with managing apps as good as all the Ubuntu 22.04 interface, this post is for you. I will explain how you can remove the Snap store, install Gnome Software and use Flatpacks.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why people don’t like the Snap store
&lt;/h3&gt;

&lt;p&gt;Unfortunately, the Snap store (Ubuntu Software) doesn’t offer a user experience on par with Ubuntu. It is common to find developer test packages and pages that don’t display images correctly or don’t show the correct information about an app when browsing the store. Some apps also seem slowly loaded when installed as a Snap package.&lt;/p&gt;

&lt;p&gt;Don’t get me wrong, I think Snap is an exciting project, but it could use some user experience improvements, especially the store (Ubuntu Software).&lt;/p&gt;

&lt;h3&gt;
  
  
  What is Flatpack?
&lt;/h3&gt;

&lt;p&gt;Flatpack, similar to Snap, is a popular distribution package format. You can easily find apps on Flathub, its official store with thousands of packages. Flatpack also has an advantage over Snap in app load time and provides a great user experience with Gnome Software.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fls971t22h6689qa1tbj6.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fls971t22h6689qa1tbj6.png" alt="Installing Spotify from Flathub with Gnome Software" width="800" height="538"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Installing Spotify from Flathub with Gnome Software&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Now, let’s see how you can use Flatpack’s integration with Gnome Software to enhance your experience managing apps on Ubuntu.&lt;/p&gt;
&lt;h3&gt;
  
  
  Removing the Snap store
&lt;/h3&gt;

&lt;p&gt;First, we’ll remove the apps installed with Snap, as we want to reinstall them with Flatpack. For listing all the apps installed, run the following command in the terminal:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;snap list
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Some packages listed are part of the Snap integration with Ubuntu, like bare core*, snapd, and snapd-desktop-integrations, don’t remove those if you want to keep the support for &lt;em&gt;snaps&lt;/em&gt; in your system.&lt;/p&gt;

&lt;p&gt;Now, run the following command to remove the apps installed:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;&lt;span class="nb"&gt;sudo &lt;/span&gt;snap remove &lt;span class="o"&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class="no"&gt;snap&lt;/span&gt;&lt;span class="sh"&gt; name&amp;gt;&amp;gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Next, remove the Snap store by running the following command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;&lt;span class="nb"&gt;sudo &lt;/span&gt;snap remove snap-store
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;After removing the Snap store and all apps installed with Snap, let’s install Gnome Software for managing our apps.&lt;/p&gt;

&lt;h3&gt;
  
  
  Installing Gnome Software
&lt;/h3&gt;

&lt;p&gt;For installing Gnome Software, run the following command in the terminal:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;&lt;span class="nb"&gt;sudo &lt;/span&gt;apt &lt;span class="nb"&gt;install &lt;/span&gt;gnome-software gnome-software-plugin-flatpack
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This command will install Gnome Software, Flatpack, and the Flatpack plugin for Gnome Software.&lt;/p&gt;

&lt;p&gt;Next, let’s add the Flathub repository to Ubuntu by running the following command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;flatpak remote-add &lt;span class="nt"&gt;--if-not-exists&lt;/span&gt; flathub https://flathub.org/repo/flathub.flatpakrepo
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now, remove the Snap plugin by running the following command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;$ &lt;/span&gt;&lt;span class="nb"&gt;sudo &lt;/span&gt;apt remove gnome-software-plugin-snap
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Finally, restart Ubuntu, and done! Search for Software in the applications menu to access Gnome Software:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fng276tj95em0c2j6osku.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fng276tj95em0c2j6osku.png" alt="Accessing Gnome Software from the applications menu" width="800" height="450"&gt;&lt;/a&gt;&lt;br&gt;
&lt;em&gt;Accessing Gnome Software from the applications menu&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;You can reinstall your apps and receive updates from Flathub on Gnome Software. You can even manage OS updates on the &lt;em&gt;updates&lt;/em&gt; tab.&lt;/p&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;As you can see, it’s easy to install Gnome Software and Flatpacks on Ubuntu. &lt;strong&gt;Thanks for reading!&lt;/strong&gt; Let me know your thoughts in the comments section, and consider following me for more articles like this.&lt;/p&gt;

</description>
      <category>linux</category>
      <category>tutorial</category>
      <category>userexperience</category>
      <category>flatpak</category>
    </item>
  </channel>
</rss>
