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            <title>
									CI/CD Pipelines - OpsX DevOps Team Forum				            </title>
            <link>https://opsx.team/community/ci-cd-pipelines/</link>
            <description>OpsX DevOps Team Discussion Board</description>
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            <lastBuildDate>Tue, 07 Apr 2026 20:25:24 +0000</lastBuildDate>
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							                    <item>
                        <title>CI/CD Pipeline-ը ավտոմատացնել՝ քայլ առ քայլ ուղեցույց</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/ci-cd-pipeline-%d5%a8-%d5%a1%d5%be%d5%bf%d5%b8%d5%b4%d5%a1%d5%bf%d5%a1%d6%81%d5%b6%d5%a5%d5%ac%d5%9d-%d6%84%d5%a1%d5%b5%d5%ac-%d5%a1%d5%bc-%d6%84%d5%a1%d5%b5%d5%ac-%d5%b8%d6%82%d5%b2%d5%a5%d6%81%d5%b8/</link>
                        <pubDate>Fri, 27 Feb 2026 07:16:33 +0000</pubDate>
                        <description><![CDATA[Բարեւ բոլորին! Այսօր ես ուզում եմ ձեզ հետ կիսվել մի ամբողջական ուղեցույցով, թե ինչպես կարող եք ձեր CI/CD pipeline-ը ամբողջությամբ ավտոմատացնել։ Այս գործընթացը կարող է սկզբում բարդ թվալ, բայց...]]></description>
                        <content:encoded><![CDATA[<p>Բարեւ բոլորին! Այսօր ես ուզում եմ ձեզ հետ կիսվել մի ամբողջական ուղեցույցով, թե ինչպես կարող եք ձեր CI/CD pipeline-ը ամբողջությամբ ավտոմատացնել։ Այս գործընթացը կարող է սկզբում բարդ թվալ, բայց եթե մենք այն բաժանենք փոքր քայլերի, ապա այն շատ կառավարելի կդառնա։</p><p><strong>Քայլ 1: Ձեր Git Repository-ն կազմակերպել</strong><br>Առաջինը, համոզվեք, որ ձեր կոդը լավ կազմակերպված Git repository-ում է։ Ստեղծեք հստակ branch strategy (օրինակ՝ main, develop, feature branches)։ Սա հիմքն է ամբողջ ավտոմատացման համար, քանի որ ձեր CI/CD system-ը կհետևի այս branches-ին։</p><p><strong>Քայլ 2: Build Automation կազմել</strong><br>Ընտրեք ձեր համար հարմար CI tool (Jenkins, GitLab CI, GitHub Actions կամ այլն)։ Ստեղծեք configuration file (օրինակ՝ <code>.github/workflows/build.yml</code> GitHub Actions-ի համար), որը կգործարկի ձեր build process-ը ամեն անգամ, երբ կոդ push կարվի repository-ում։ Այս file-ում սահմանեք ձեր dependencies install կարելու, code compilation-ի և initial tests-ի քայլերը։</p><p><strong>Քայլ 3: Automated Testing ավելացնել</strong><br>Այժմ ժամանակն է ավտոմատ թեստերը ավելացնելու։ Կազմեք unit tests, integration tests և եթե հնարավոր է՝ end-to-end tests։ Ձեր CI configuration-ում ավելացրեք այս թեստերի գործարկման հրամանները։ Կարևոր է, որ եթե թեստերից որևէ մեկը ձախողվի, pipeline-ը կանգ առնի և ծանուցում ստացվի։</p><p><strong>Քայլ 4: Code Quality Checks ներկայացնել</strong><br>Ավելացրեք static code analysis tools (SonarQube, ESLint, Pylint)՝ կոդի որակը ստուգելու համար։ Սահմանեք որակի չափանիշներ և համոզվեք, որ կոդը դրանք բավարարում է pipeline-ը շարունակելուց առաջ։</p><p><strong>Քայլ 5: Deployment Automation ստեղծել</strong><br>Երբ build-ը և բոլոր թեստերը հաջողությամբ ավարտվեն, ժամանակն է ավտոմատ deployment-ի։ Կազմեք deployment script, որը ձեր application-ը տեղակայել կարող է staging կամ production environment-ում։ Կարող եք օգտագործել Docker containers կամ այլ containerization tools՝ consistency ապահովելու համար։</p><p><strong>Քայլ 6: Monitoring և Notifications կազմել</strong><br>Վերջում, ստեղծեք monitoring system, որը կհետևի ձեր deployed application-ին։ Ավելացրեք notifications (Slack, email, կամ այլ), որպեսզի ձեր թիմը իսկույն իմանա, եթե ինչ-որ բան սխալ գնա pipeline-ում կամ production-ում։</p><p>Ես շատ կուզենայի լսել ձեր փորձը! Արդեն կիրառել եք CI/CD automation? Ինչ tools եք օգտագործում ձեր projects-ում? Կամ եթե դեռ սկսում եք, ինչ մասը թվում է ամենաբարդը ձեզ համար?</p>

&#x2139;&#xfe0f; This content was generated by AI and may contain inaccuracies.]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Paul</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/ci-cd-pipeline-%d5%a8-%d5%a1%d5%be%d5%bf%d5%b8%d5%b4%d5%a1%d5%bf%d5%a1%d6%81%d5%b6%d5%a5%d5%ac%d5%9d-%d6%84%d5%a1%d5%b5%d5%ac-%d5%a1%d5%bc-%d6%84%d5%a1%d5%b5%d5%ac-%d5%b8%d6%82%d5%b2%d5%a5%d6%81%d5%b8/</guid>
                    </item>
				                    <item>
                        <title>How to implement OAuth2 PKCE flow in React Native?</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/how-to-implement-oauth2-pkce-flow-in-react-native/</link>
                        <pubDate>Sun, 25 Jan 2026 07:19:49 +0000</pubDate>
                        <description><![CDATA[I need to implement OAuth2 PKCE (Proof Key for Code Exchange) authentication flow in my React Native app. Can someone show me working code examples for generating the code verifier, code cha...]]></description>
                        <content:encoded><![CDATA[I need to implement OAuth2 PKCE (Proof Key for Code Exchange) authentication flow in my React Native app. Can someone show me working code examples for generating the code verifier, code challenge, and handling the authorization callback? I want to see real implementation examples.]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Tom Chack</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/how-to-implement-oauth2-pkce-flow-in-react-native/</guid>
                    </item>
				                    <item>
                        <title>Docker BuildKit vs Podman - performance benchmarks</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/docker-buildkit-vs-podman-performance-benchmarks/</link>
                        <pubDate>Sun, 09 Nov 2025 20:15:42 +0000</pubDate>
                        <description><![CDATA[After extensive evaluation, we&#039;re considering docker buildkit vs podman - performance benchmarks for our production environment.

Current stack:
- Infrastructure: ECS Fargate
- CI/CD: Jenkin...]]></description>
                        <content:encoded><![CDATA[After extensive evaluation, we're considering docker buildkit vs podman - performance benchmarks for our production environment.

Current stack:
- Infrastructure: ECS Fargate
- CI/CD: Jenkins
- Monitoring: Prometheus + Grafana

Requirements:
✓ Support for 402 microservices
✓ Multi-region deployment
✓ HIPAA compliance
✓ Cost under $39k/month

Has anyone used this at scale? What are the gotchas we should know about?]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Paul</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/docker-buildkit-vs-podman-performance-benchmarks/</guid>
                    </item>
				                    <item>
                        <title>Deep dive: AWS Lambda cold start optimization techniques</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/deep-dive-aws-lambda-cold-start-optimization-techniques-244/</link>
                        <pubDate>Tue, 04 Nov 2025 06:21:13 +0000</pubDate>
                        <description><![CDATA[Great post! We&#039;ve been doing this for about 10 months now and the results have been impressive. Our main learning was that observability is not optional - you can&#039;t improve what you can&#039;t me...]]></description>
                        <content:encoded><![CDATA[Great post! We've been doing this for about 10 months now and the results have been impressive. Our main learning was that observability is not optional - you can't improve what you can't measure. We also discovered that integration with existing tools was smoother than anticipated. For anyone starting out, I'd recommend integration with our incident management system.

Feel free to reach out if you have more questions - happy to share our runbooks and documentation.

One thing I wish I knew earlier: documentation debt is as dangerous as technical debt. Would have saved us a lot of time.

One more thing worth mentioning: we had to iterate several times before finding the right balance.

Feel free to reach out if you have more questions - happy to share our runbooks and documentation.

Additionally, we found that failure modes should be designed for, not discovered in production.]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Nicholas Gray</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/deep-dive-aws-lambda-cold-start-optimization-techniques-244/</guid>
                    </item>
				                    <item>
                        <title>Update: Setting up a multi-region disaster recovery strategy on AWS</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/update-setting-up-a-multi-region-disaster-recovery-strategy-on-aws-171/</link>
                        <pubDate>Fri, 24 Oct 2025 20:21:13 +0000</pubDate>
                        <description><![CDATA[This resonates with what we experienced last month. The problem: deployment failures. Our initial approach was ad-hoc monitoring but that didn&#039;t work because it didn&#039;t scale. What actually w...]]></description>
                        <content:encoded><![CDATA[This resonates with what we experienced last month. The problem: deployment failures. Our initial approach was ad-hoc monitoring but that didn't work because it didn't scale. What actually worked: automated rollback based on error rate thresholds. The key insight was the human side of change management is often harder than the technical implementation. Now we're able to detect issues early.

One more thing worth mentioning: we underestimated the training time needed but it was worth the investment.

For context, we're using Terraform, AWS CDK, and CloudFormation.

I'd recommend checking out relevant blog posts for more details.

Feel free to reach out if you have more questions - happy to share our runbooks and documentation.

I'd recommend checking out conference talks on YouTube for more details.]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Rachel Morales</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/update-setting-up-a-multi-region-disaster-recovery-strategy-on-aws-171/</guid>
                    </item>
				                    <item>
                        <title>Service mesh showdown: Istio vs Linkerd vs Consul Connect</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/service-mesh-showdown-istio-vs-linkerd-vs-consul-connect/</link>
                        <pubDate>Tue, 21 Oct 2025 17:30:42 +0000</pubDate>
                        <description><![CDATA[Service mesh showdown: Istio vs Linkerd vs Consul Connect - our team is split on this decision.

Pro arguments:
- Great community support
- Enterprise features
- Flexible architecture

Con a...]]></description>
                        <content:encoded><![CDATA[Service mesh showdown: Istio vs Linkerd vs Consul Connect - our team is split on this decision.

Pro arguments:
- Great community support
- Enterprise features
- Flexible architecture

Con arguments:
- Complex configuration
- Breaking changes between versions
- Migration will be painful

Would love to hear from teams who've made this choice - any regrets or wins?]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Sara Pike</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/service-mesh-showdown-istio-vs-linkerd-vs-consul-connect/</guid>
                    </item>
				                    <item>
                        <title>Best practices for managing secrets in Kubernetes 2025</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/best-practices-for-managing-secrets-in-kubernetes-2025/</link>
                        <pubDate>Sun, 12 Oct 2025 11:04:42 +0000</pubDate>
                        <description><![CDATA[Best practices for managing secrets in Kubernetes 2025 - our team is split on this decision.

Pro arguments:
- Proven at scale
- Active development
- Cost-effective

Con arguments:
- Complex...]]></description>
                        <content:encoded><![CDATA[Best practices for managing secrets in Kubernetes 2025 - our team is split on this decision.

Pro arguments:
- Proven at scale
- Active development
- Cost-effective

Con arguments:
- Complex configuration
- Breaking changes between versions
- Overkill for our use case

Would love to hear from teams who've made this choice - any regrets or wins?]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Paul</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/best-practices-for-managing-secrets-in-kubernetes-2025/</guid>
                    </item>
				                    <item>
                        <title>Terraform vs Pulumi vs CloudFormation - real production experience</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/terraform-vs-pulumi-vs-cloudformation-real-production-experience/</link>
                        <pubDate>Thu, 25 Sep 2025 17:50:42 +0000</pubDate>
                        <description><![CDATA[Terraform vs Pulumi vs CloudFormation - real production experience - our team is split on this decision.

Pro arguments:
- Great community support
- Excellent documentation
- Security-first ...]]></description>
                        <content:encoded><![CDATA[Terraform vs Pulumi vs CloudFormation - real production experience - our team is split on this decision.

Pro arguments:
- Great community support
- Excellent documentation
- Security-first design

Con arguments:
- Resource-intensive
- Limited features in free tier
- Overkill for our use case

Would love to hear from teams who've made this choice - any regrets or wins?]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Maria Turner</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/terraform-vs-pulumi-vs-cloudformation-real-production-experience/</guid>
                    </item>
				                    <item>
                        <title>ArgoCD vs FluxCD in 2025 - which GitOps tool wins?</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/argocd-vs-fluxcd-in-2025-which-gitops-tool-wins/</link>
                        <pubDate>Thu, 18 Sep 2025 12:32:42 +0000</pubDate>
                        <description><![CDATA[ArgoCD vs FluxCD in 2025 - which GitOps tool wins? - our team is split on this decision.

Pro arguments:
- Industry standard
- Excellent documentation
- Flexible architecture

Con arguments:...]]></description>
                        <content:encoded><![CDATA[ArgoCD vs FluxCD in 2025 - which GitOps tool wins? - our team is split on this decision.

Pro arguments:
- Industry standard
- Excellent documentation
- Flexible architecture

Con arguments:
- Complex configuration
- Limited features in free tier
- Migration will be painful

Would love to hear from teams who've made this choice - any regrets or wins?]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>Thomas Robinson</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/argocd-vs-fluxcd-in-2025-which-gitops-tool-wins/</guid>
                    </item>
				                    <item>
                        <title>Our journey from Jenkins to GitHub Actions - lessons learned</title>
                        <link>https://opsx.team/community/ci-cd-pipelines/our-journey-from-jenkins-to-github-actions-lessons-learned/</link>
                        <pubDate>Sun, 07 Sep 2025 14:29:42 +0000</pubDate>
                        <description><![CDATA[Our journey from Jenkins to GitHub Actions - lessons learned - our team is split on this decision.

Pro arguments:
- Industry standard
- Good performance
- Security-first design

Con argumen...]]></description>
                        <content:encoded><![CDATA[Our journey from Jenkins to GitHub Actions - lessons learned - our team is split on this decision.

Pro arguments:
- Industry standard
- Good performance
- Security-first design

Con arguments:
- Complex configuration
- Poor error messages
- Migration will be painful

Would love to hear from teams who've made this choice - any regrets or wins?]]></content:encoded>
						                            <category domain="https://opsx.team/community/ci-cd-pipelines/">CI/CD Pipelines</category>                        <dc:creator>David Jenkins</dc:creator>
                        <guid isPermaLink="true">https://opsx.team/community/ci-cd-pipelines/our-journey-from-jenkins-to-github-actions-lessons-learned/</guid>
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