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    <title>DEV Community: Mark Ponomarev</title>
    <description>The latest articles on DEV Community by Mark Ponomarev (@mark_ponomarev_84c4c489f2).</description>
    <link>https://dev.to/mark_ponomarev_84c4c489f2</link>
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      <title>DEV Community: Mark Ponomarev</title>
      <link>https://dev.to/mark_ponomarev_84c4c489f2</link>
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    <item>
      <title>Open source projects are the back-bone of dev communnities</title>
      <dc:creator>Mark Ponomarev</dc:creator>
      <pubDate>Wed, 17 Dec 2025 10:07:23 +0000</pubDate>
      <link>https://dev.to/mark_ponomarev_84c4c489f2/open-source-projects-are-the-back-bone-of-dev-communnities-117j</link>
      <guid>https://dev.to/mark_ponomarev_84c4c489f2/open-source-projects-are-the-back-bone-of-dev-communnities-117j</guid>
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  &lt;a href="https://dev.to/panmarkcake/netmiko-vs-netdriver-the-evolution-of-network-automation-3bde" class="ltag__link__link"&gt;
    &lt;div class="ltag__link__content"&gt;
      &lt;h2&gt;Netmiko vs. Netdriver: The Evolution of Network Automation&lt;/h2&gt;
      &lt;h3&gt;PanMarkCake ・ Dec 17&lt;/h3&gt;
      &lt;div class="ltag__link__taglist"&gt;
        &lt;span class="ltag__link__tag"&gt;#network&lt;/span&gt;
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</description>
      <category>network</category>
      <category>python</category>
      <category>automation</category>
      <category>netdev</category>
    </item>
    <item>
      <title>What is Strategy Convergence And Its Role in Network Security</title>
      <dc:creator>Mark Ponomarev</dc:creator>
      <pubDate>Tue, 01 Jul 2025 05:41:36 +0000</pubDate>
      <link>https://dev.to/mark_ponomarev_84c4c489f2/what-is-strategy-convergence-and-its-role-in-network-security-90h</link>
      <guid>https://dev.to/mark_ponomarev_84c4c489f2/what-is-strategy-convergence-and-its-role-in-network-security-90h</guid>
      <description>&lt;p&gt;&lt;strong&gt;Strategy&lt;/strong&gt; Convergence is a systematic approach to transforming broad, coarse‑grained firewall and access policies into finely tuned, least‑privilege rules that precisely match real business traffic.&lt;/p&gt;

&lt;p&gt;Managing firewall policies across multi‑vendor networks often leads to broad, redundant rules that heighten security risks, overload operations teams, and fail compliance. &lt;strong&gt;And that’s where Strategy Convergence comes in&lt;/strong&gt;—it tackles these issues by automatically scoring and refining policies based on real traffic, deploying least‑privilege rules, and continuously retiring unused entries. The result is &lt;strong&gt;stronger defenses, streamlined maintenance, and audit‑ready compliance&lt;/strong&gt;—all with minimal disruption to business services.&lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;Pain Points&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;The prevalence of coarse-grained policies in enterprise firewalls gives rise to three major issues:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Increased Security Risk&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Heavy O&amp;amp;M Burden&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Compliance Shortcomings&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;Core Features &amp;amp; Process&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Policy Scoring and Selection&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Traffic Collection and Analysis&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Policy Generation and Deployment&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Verification and Cleanup&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;Benefits of Strategy Convergence&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Accurate Security Risk Control&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Reduced Attack Surface&lt;/strong&gt;: Broad, coarse-grained policies are converged into least-privilege policies, minimizing the risk of unauthorized access.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Threat Traceability&lt;/strong&gt;: Policies are generated based on actual business traffic, ensuring each rule has a clear business context, making it easier to trace and respond to incidents.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Comprehensive Compliance&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Auditable Traceability&lt;/strong&gt;: The full convergence process is recorded, including the policy change history and administrator confirmation logs, supporting regulatory audits.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Business Continuity Assurance&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Zero False Positives Guarantee&lt;/strong&gt;: By modeling real traffic patterns, the risk of business disruption is kept below 0.1%.&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;Product Realization&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Data Input and Task Definition&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Choose a broad strategy&lt;/li&gt;
&lt;li&gt;Traffic logs&lt;/li&gt;
&lt;li&gt;Convergence task parameters&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Data Source&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Firewall configuration synchronization&lt;/li&gt;
&lt;li&gt;Syslog&lt;/li&gt;
&lt;li&gt;User-defined&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Source and destination any policy&lt;/li&gt;
&lt;li&gt;Five source groups + timestamp&lt;/li&gt;
&lt;li&gt;Observation period: 7 days, convergence granularity: 24 bits&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;Core Modules and Workflow&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;The Strategy Convergence process is built around &lt;strong&gt;seven core modules&lt;/strong&gt;, each representing a distinct stage in the end-to-end workflow:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Task Management&lt;/strong&gt;&lt;br&gt;
Initialization of a convergence task and selection of target devices.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Device Configuration&lt;/strong&gt;&lt;br&gt;
Automatic verification of logging readiness—if the firewall isn’t already forwarding traffic logs via a proxy, the system deploys and enables the global traffic-logging proxy.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Strategy Scoring &amp;amp; Selection&lt;/strong&gt;&lt;br&gt;
Once devices are ready, available convergence strategies are scored by permissiveness. Administrators choose the desired strategy, defining granularity and analysis time window.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Task Configuration&lt;/strong&gt;&lt;br&gt;
Final task setup—assigning a descriptive name, selecting convergence granularity, and configuring the traffic-capture period.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Traffic Collection &amp;amp; Triggering&lt;/strong&gt;&lt;br&gt;
The system begins passive logging of real traffic and analysis tasks against existing (broad) policies.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Policy Analysis &amp;amp; Distribution&lt;/strong&gt;&lt;br&gt;
Collected logs feed into an automated engine that analyzes access paths, generates fine-grained rules, and distributes them by inserting high-priority policy entries.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Verification &amp;amp; Cleanup&lt;/strong&gt;&lt;br&gt;
Continuous monitoring of hits on legacy rules ensures that once new policies prove effective—and no business disruptions occur—the old, redundant rules are safely retired.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;How to Set Up Strategy Convergence in iNet&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;1. Create a convergence ticket.&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%2Fn6hu8dkj8pdrat9qt6lf.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%2Fn6hu8dkj8pdrat9qt6lf.png" alt="Image description" width="800" height="376"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Select the corresponding device and determine whether to enable syslog logging and set up a proxy server.&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%2Fmz1axfl5n41jctxd1lsj.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%2Fmz1axfl5n41jctxd1lsj.png" alt="Image description" width="800" height="460"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Sort the strategies by score and select the strategies that need to be converged.&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%2F9xx37k4obdfawsedm4e4.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%2F9xx37k4obdfawsedm4e4.png" alt="Image description" width="800" height="470"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Generate new detailed strategies based on traffic logs.&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%2Fydgdhh2fpnkxp8t145mp.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%2Fydgdhh2fpnkxp8t145mp.png" alt="Image description" width="800" height="363"&gt;&lt;/a&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%2F5uhw6za15p9r61r83hlf.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%2F5uhw6za15p9r61r83hlf.png" alt="Image description" width="800" height="380"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Refined policy recommendations&lt;/strong&gt;: Two specific rules (TCP port 22 traffic between 172.21.1.36/32 and 172.21.1.83/32) identified for modification to reduce permissiveness score to 1.&lt;br&gt;
&lt;strong&gt;Original broad policy analysis&lt;/strong&gt;: A single highly permissive rule (0.0.0.0/0 to 0.0.0.0/0) allowing all traffic identified with a permissiveness score of 100, requiring refinement for enhanced control.&lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;Comparing iNet to Traditional &amp;amp; Competitor Solutions&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;1. Strategy Identification&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Traditional: Conducted via manual audits → high risk of missed detections&lt;/li&gt;
&lt;li&gt;Competitor: Uses static rule‑based matching&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;iNet&lt;/strong&gt;: Utilizes a dynamic algorithm‑based scoring system&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;2. Convergence Basis&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Traditional: Based on experience and speculation → prone to misjudgment and business impact&lt;/li&gt;
&lt;li&gt;Competitor: Relies on preset policy templates&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;iNet&lt;/strong&gt;: Driven by real‑time traffic analysis&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;3. Effect Verification&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Traditional: Verification through manual testing after each change&lt;/li&gt;
&lt;li&gt;Competitor: Generates strategies that must be manually processed&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;iNet&lt;/strong&gt;: Fully automatic delivery with continuous monitoring of business traffic&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;4. Operation &amp;amp; Maintenance Costs&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Traditional: Requires employee oversight for every strategy step&lt;/li&gt;
&lt;li&gt;Competitor: Necessitates ongoing maintenance of a policy‑template library&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;iNet&lt;/strong&gt;: Offers a fully automatic closed‑loop system&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;Takeaways&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;As organizations grapple with sprawling firewall rulebases and mounting compliance pressures, &lt;strong&gt;Strategy Convergence emerges as the game-changer that network security teams have been waiting for&lt;/strong&gt;. By transforming coarse-grained, legacy access policies into precision-tuned, least-privilege rules—based squarely on real business traffic—this methodology not only shrinks your attack surface but also slashes operational complexity.&lt;/p&gt;

&lt;p&gt;In practice, &lt;strong&gt;Strategy Convergence delivers a four-step cycle of continuous improvement&lt;/strong&gt;: automated traffic-log collection, permissiveness scoring, fine-grained rule generation and deployment, and real-time verification with safe retirement of outdated entries. The result? &lt;strong&gt;A resilient, auditable policy framework that adapts as your business does&lt;/strong&gt;, guaranteeing zero-point-one-percent false positives while keeping compliance audits effortlessly within reach.&lt;br&gt;
&lt;strong&gt;And maybe iNet might help you implement this solution better than the rest.&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>cybersecurity</category>
      <category>security</category>
      <category>software</category>
      <category>cloudcomputing</category>
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