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    <title>DEV Community: Infoway API</title>
    <description>The latest articles on DEV Community by Infoway API (@infoway_api).</description>
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      <title>DEV Community: Infoway API</title>
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    <item>
      <title>Top WebSocket APIs for Multi-Asset Streaming in 2026</title>
      <dc:creator>Infoway API</dc:creator>
      <pubDate>Tue, 14 Apr 2026 05:53:26 +0000</pubDate>
      <link>https://dev.to/infoway_api/top-websocket-apis-for-multi-asset-streaming-in-2026-1793</link>
      <guid>https://dev.to/infoway_api/top-websocket-apis-for-multi-asset-streaming-in-2026-1793</guid>
      <description>&lt;p&gt;For a long time, the standard approach to building a trading dashboard was a fragmented mess. You’d have one socket open for NYSE data, another hitting a crypto exchange like Binance, and likely a third for a Forex provider to handle currency conversions. By 2026, this “API sprawl” has become the primary source of technical debt for fintech developers. Managing multiple WebSocket handshakes, distinct authentication logic, and varying heartbeat intervals doesn’t just bloat your codebase — it introduces a significant performance penalty.&lt;/p&gt;

&lt;h2&gt;
  
  
  The 2026 Bottleneck: Why Separate Streams are Failing
&lt;/h2&gt;

&lt;p&gt;The most pressing issue in modern fintech architecture is the “latency tax” incurred by managing separate market data streams. In this context, the latency tax refers to the cumulative overhead of maintaining multiple persistent TCP/TLS connections, where each socket requires its own packet processing, state synchronization, and memory allocation on the client side. When you are trying to render a unified UI component that features both Tesla stock and Bitcoin price action, even a 50ms discrepancy between two different providers can lead to “state synchronization issues,” where your calculated portfolio value flickers or displays mismatched time-series data. Developers are moving toward unified data providers because the packet overhead of managing three separate SSL handshakes often outweighs the benefits of using “specialist” APIs for each asset class.&lt;/p&gt;

&lt;h2&gt;
  
  
  Top 3 WebSocket Contenders for High-Frequency Data
&lt;/h2&gt;

&lt;p&gt;If you are hunting for the best WebSocket API for real-time market data, these three providers currently dominate the landscape, though they serve different architectural needs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;EODHD&lt;/strong&gt;: This remains a powerhouse for developers who need extreme historical depth alongside real-time feeds. Their WebSocket latency is impressive (sub-50ms), and they cover US stocks, Forex, and crypto. However, their primary strength is the breadth of their fundamental and historical data, which can sometimes make the real-time implementation feel like a secondary feature in their sprawling documentation.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Finage&lt;/strong&gt;: A solid choice if your application leans heavily toward retail Forex and global equities. Finage offers highly granular “Tick-level” data and handles the US equity market with high reliability. It’s a preferred choice for apps that need traditional market depth (Quotes and Trades) but can be slightly more complex to configure when you try to mix in high-volatility crypto assets.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Infoway API&lt;/strong&gt;: This has emerged as the 2026 favorite for projects requiring low-latency, cross-asset synchronization. Unlike legacy providers that treat crypto as an afterthought, Infoway bridges the gap between traditional equity markets and crypto by using a unified protocol. It eliminates the friction of switching schemas between an NYSE trade and a Bitcoin price update, allowing both to live in the same stream with minimal jitter.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Infoway API Leads in 2026
&lt;/h2&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%2Fdgmof3jxchwoemmhxrvo.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%2Fdgmof3jxchwoemmhxrvo.png" alt=" "&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;How does a single API manage the discrepancy between 24/7 crypto markets and timed stock exchanges without crashing the client-side state? &lt;a href="https://infoway.io/en" rel="noopener noreferrer"&gt;Infoway API&lt;/a&gt; solves this by using a unified payload structure and an intelligent heartbeat logic that maintains a single persistent connection regardless of market hours. While traditional APIs force developers to manage “dead air” or reconnect logic when the NYSE closes, Infoway’s single-endpoint authentication allows the stream to remain active, seamlessly transitioning between active equity hours and the 24/7 crypto/forex cycles. This prevents the “reconnect storm” that typically happens at market open when multiple separate sockets try to re-authenticate simultaneously, ensuring that your application remains responsive during the highest periods of volatility.&lt;/p&gt;

&lt;h2&gt;
  
  
  Stream Global Markets in Minutes
&lt;/h2&gt;

&lt;p&gt;The real power of a unified data provider lies in its simplicity. No need for multiple SDKs, fragmented APIs, or separate message handlers.&lt;/p&gt;

&lt;p&gt;With Infoway API, you can stream a mixed basket of assets — from US equities like Tesla (TSLA) to cryptocurrencies like Bitcoin (BTC) — using a single, standard Node.js WebSocket setup.&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;WebSocket&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;require&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;ws&lt;/span&gt;&lt;span class="dl"&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;API_KEY&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;YOUR_API_KEY&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="c1"&gt;// Create connections for different markets&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;stockWS&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;WebSocket&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;`wss://data.infoway.io/ws?business=stock&amp;amp;apikey=&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;API_KEY&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;cryptoWS&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;WebSocket&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;`wss://data.infoway.io/ws?business=crypto&amp;amp;apikey=&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;API_KEY&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&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;fxWS&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;WebSocket&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s2"&gt;`wss://data.infoway.io/ws?business=common&amp;amp;apikey=&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;API_KEY&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="c1"&gt;// Subscribe to US stocks&lt;/span&gt;
&lt;span class="nx"&gt;stockWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;on&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;open&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&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="nx"&gt;stockWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
        &lt;span class="na"&gt;action&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;subscribe&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="na"&gt;symbols&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;AAPL,TSLA,NVDA&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;}));&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;

&lt;span class="c1"&gt;// Subscribe to crypto&lt;/span&gt;
&lt;span class="nx"&gt;cryptoWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;on&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;open&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&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="nx"&gt;cryptoWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
        &lt;span class="na"&gt;action&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;subscribe&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="na"&gt;symbols&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;BTC/USDT,ETH/USDT&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;}));&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;

&lt;span class="c1"&gt;// Subscribe to forex &amp;amp; commodities&lt;/span&gt;
&lt;span class="nx"&gt;fxWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;on&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;open&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&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="nx"&gt;fxWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
        &lt;span class="na"&gt;action&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;subscribe&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="na"&gt;symbols&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;EUR/USD,XAU/USD&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;}));&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;

&lt;span class="c1"&gt;// Unified handler&lt;/span&gt;
&lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;handleMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;market&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;data&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;msg&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;parse&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&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="s2"&gt;`[&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;market&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;] &lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;s&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;p&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nx"&gt;stockWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;on&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;message&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;  &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;handleMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Stock&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="nx"&gt;cryptoWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;on&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;message&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;handleMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Crypto&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="nx"&gt;fxWS&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;on&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;message&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;     &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;handleMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Forex&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The difference here is the unified JSON schema. Whether the update is for an equity ticker or a crypto pair, the message structure remains identical. This allows you to route data to your frontend stores or database writers without writing complex “translator” functions for every different provider in your stack.&lt;/p&gt;

&lt;p&gt;If you’re building for 2026, the goal is to reduce the number of moving parts, and moving to a single, high-frequency stream is the most effective way to do it.&lt;/p&gt;

</description>
      <category>api</category>
      <category>ai</category>
      <category>data</category>
    </item>
    <item>
      <title>Building Market Data Pipelines Without REST Boilerplate</title>
      <dc:creator>Infoway API</dc:creator>
      <pubDate>Mon, 13 Apr 2026 06:49:44 +0000</pubDate>
      <link>https://dev.to/infoway_api/building-market-data-pipelines-without-rest-boilerplate-2435</link>
      <guid>https://dev.to/infoway_api/building-market-data-pipelines-without-rest-boilerplate-2435</guid>
      <description>&lt;p&gt;Most developers treat market data integration as a solved problem. You grab an API key, fire up a requests.get call or a Java HttpClient, and start mapping JSON fields to variables. But as your pipeline scales from a single script to a production environment, this manual approach reveals itself as a massive technical debt trap.&lt;/p&gt;

&lt;p&gt;Writing custom wrappers and manual JSON parsers for every new financial endpoint is more than just tedious — it’s dangerous. Financial APIs are notorious for changing schemas, adding fields, or modifying data types without warning. When you build your own REST client, you are responsible for every edge case, from rate-limit handling and exponential backoff to type conversion and socket stability.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Invisible Cost of Manual REST Integrations
&lt;/h2&gt;

&lt;p&gt;The “REST overhead” in financial data engineering is the cumulative time spent maintaining brittle, custom-built abstraction layers rather than building core trading logic. When you manually map JSON keys to objects, you lose type safety and introduce “boilerplate fatigue.” A single typo in a string key like "lastPrice" vs "lp" can crash a production pipeline.&lt;/p&gt;

&lt;p&gt;Modern pipelines require more than just an endpoint; they require native error handling and pre-defined data structures to survive high-volume environments. Language-native SDKs — like those provided by Infoway API — move the maintenance burden from your team to the data provider. By using an SDK, you get a contract: if the API changes, the library updates, and your compiler (in Java or Go) or IDE (in Python) catches the break before the code ever reaches a server.&lt;/p&gt;

&lt;h2&gt;
  
  
  Python: From Zero to Dataframe in Five Lines
&lt;/h2&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%2Fn8s661mnyt2rg7ion0vn.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%2Fn8s661mnyt2rg7ion0vn.png" alt=" "&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;For quants and data scientists, the goal is rarely “interact with an API.” The goal is “get data into a DataFrame.” If you’re still writing nested loops to flatten JSON responses into a format Pandas can understand, you’re wasting time.&lt;/p&gt;

&lt;p&gt;The &lt;a href="https://pypi.org/project/infoway-sdk/" rel="noopener noreferrer"&gt;Infoway Python SDK&lt;/a&gt; is designed to bypass this manual work. Because the SDK understands the underlying data structure of US market feeds, it can deliver high-resolution OHLCV (Open, High, Low, Close, Volume) data directly into your analysis environment. You can jump from a fresh environment to a plotted chart in minutes, especially since the Infoway free trial allows for full market access immediately without needing to hunt down credit card details.&lt;/p&gt;

&lt;h2&gt;
  
  
  How can I quickly load US market data into Pandas for analysis?
&lt;/h2&gt;

&lt;p&gt;Using the Infoway Python SDK allows you to bypass manual JSON parsing by returning market data in native Python structures that integrate directly with data science tools. Because the SDK handles the data normalization and time-series alignment internally, you can fetch historical OHLCV data and convert it into a Pandas DataFrame in as few as five lines of code, ensuring that your analysis starts with clean, type-consistent data rather than a raw, unverified JSON string.&lt;/p&gt;

&lt;h3&gt;
  
  
  Quick Start
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;infoway&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;InfowayClient&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;KlineType&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;InfowayClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;YOUR_API_KEY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Real-time trades
&lt;/span&gt;&lt;span class="n"&gt;trades&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;stock&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_trade&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;AAPL.US&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Daily K-lines for crypto
&lt;/span&gt;&lt;span class="n"&gt;klines&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;crypto&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_kline&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;BTCUSDT&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;kline_type&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;KlineType&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;DAY&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;count&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;30&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Market temperature
&lt;/span&gt;&lt;span class="n"&gt;temp&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;market&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_temperature&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;market&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;HK,US&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Sector/plate rankings
&lt;/span&gt;&lt;span class="n"&gt;plates&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;plate&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_industry&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;HK&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;limit&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  WebSocket Streaming
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;asyncio&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;infoway.ws&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;InfowayWebSocket&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;ws&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;InfowayWebSocket&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;YOUR_API_KEY&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;business&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;stock&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;on_trade&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;msg&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Trade: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;msg&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;ws&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;on_trade&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;on_trade&lt;/span&gt;
    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;ws&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;subscribe_trade&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;AAPL.US,TSLA.US&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;ws&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;connect&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="n"&gt;asyncio&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Java &amp;amp; Go: Type-Safe Pipelines and Concurrent Streams
&lt;/h2&gt;

&lt;p&gt;When you move from analysis to backend services, the requirements shift. In Python, we want ease of use; in Java and Go, we want performance and safety.&lt;/p&gt;

&lt;p&gt;Java: The Enterprise Reliability Pattern In a Java environment, manual REST calls are a nightmare of ObjectMapper configurations and POJO (Plain Old Java Object) boilerplate. The Infoway Java SDK eliminates this by providing strongly-typed responses. When you query a stock quote, you aren't guessing if the price is a Double or a String. This type safety is non-negotiable for trade execution where a rounding error or a null-pointer exception can have immediate financial consequences.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Using the Infoway SDK instead of manual HttpClient&lt;/span&gt;
&lt;span class="nc"&gt;StockClient&lt;/span&gt; &lt;span class="n"&gt;client&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;InfowayClient&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"YOUR_API_KEY"&lt;/span&gt;&lt;span class="o"&gt;).&lt;/span&gt;&lt;span class="na"&gt;stocks&lt;/span&gt;&lt;span class="o"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight java"&gt;&lt;code&gt;&lt;span class="c1"&gt;// POJO mapping is handled by the SDK&lt;/span&gt;
&lt;span class="nc"&gt;Quote&lt;/span&gt; &lt;span class="n"&gt;quote&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getLatestQuote&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"AAPL"&lt;/span&gt;&lt;span class="o"&gt;);&lt;/span&gt;
&lt;span class="nc"&gt;System&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;out&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;println&lt;/span&gt;&lt;span class="o"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Symbol: "&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;quote&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getSymbol&lt;/span&gt;&lt;span class="o"&gt;()&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="s"&gt;" Price: "&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;quote&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="na"&gt;getPrice&lt;/span&gt;&lt;span class="o"&gt;());&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Go: High-Frequency Concurrency For Go developers, the advantage isn’t just type safety — it’s concurrency. Market data pipelines often involve monitoring hundreds of tickers simultaneously. While REST is fine for snapshots, streaming real-time price updates requires WebSockets. A Go-native SDK allows you to map incoming market updates directly into channels, leveraging Goroutines to process price action without blocking the main execution thread.&lt;/p&gt;

&lt;p&gt;By using the Infoway Go SDK, you get a clean, concurrent pattern for market updates that handles the “plumbing” — reconnection logic, heartbeat pings, and message framing — automatically.&lt;/p&gt;

&lt;h2&gt;
  
  
  Architecting for Consistency with Infoway API
&lt;/h2&gt;

&lt;p&gt;In a multi-language tech stack, the biggest friction point is often “Data Parity.” The Python team sees one version of the truth, while the Java backend team sees another because they are using different libraries, different parsers, or even different providers.&lt;/p&gt;

&lt;p&gt;Adopting a language-native SDK architecture creates a “Unified Data Language” across your organization. By using Infoway as the single source of truth — with official SDKs for Python, Java, and Go — you ensure that every team is working with the same data structures and the same error-handling logic.&lt;/p&gt;

&lt;p&gt;This architecture scales as you do. You might start with a Python script during the 7-day free trial to validate your strategy, then transition to a Java service for production reliability, and finally build a Go worker for high-frequency alerts. Because the SDKs are consistent, you don’t have to re-learn the API documentation every time you switch languages. You simply focus on the implementation, knowing that the underlying data pipeline is handled by native, optimized code.&lt;/p&gt;

</description>
      <category>api</category>
      <category>architecture</category>
      <category>backend</category>
      <category>dataengineering</category>
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