InfoQ Homepage Continuous Delivery Content on InfoQ
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Copilot Code Review Reaches Azure Repos, Billed Per Review with Reporting Two Days behind
Microsoft opened GitHub Copilot code review for Azure Repos to all Azure DevOps customers, after acknowledging that many are not ready to migrate to GitHub. Reviews bill per use through the linked Azure subscription and appear in Cost Management 48 hours later. Budgets notify but do not stop reviews, and concurrency caps at five per organization.
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Swiggy Uses 350+ Features and Multi-Task MLP to Predict Customer Lifetime Value
Swiggy developed an in-house predicted lifetime value model using more than 350 pre order features and a multi task MLP for Food and Instamart. Adding order count as an auxiliary task reduced model parameters by 63% while improving predictive performance. The pLTV signal is used with Google Target ROAS bidding to optimize customer acquisition.
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Uber Builds GitFarm to Run Git Operations as a Service for Large-Scale Monorepos
Uber’s GitFarm provides Git operations as a centralized service, eliminating local repository clones across large scale monorepo workloads. The platform uses prewarmed checkouts, ephemeral sandboxes, repository synchronization, and gRPC streaming to reduce resource consumption and startup latency for automation services operating across thousands of repositories.
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Cloudflare Turns CI Pipelines into TypeScript Workflows
Cloudflare has released cloudflare/ci, a CI SDK that defines pipelines in TypeScript on top of Cloudflare Workflows, giving each step durable retries and replay, concurrent steps by default and Sandbox snapshot caching. It targets the Workers runtime and depends on Artifacts, still in private beta, so the transferable lesson is the durable-step model rather than a drop-in CI replacement.
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GitHub Hardens npm and Actions Defaults, Drawing Debate over Delays versus Signing
GitHub consolidated the npm and Actions changes it shipped from March to July 2026 against supply chain attacks, several of which alter defaults rather than add options. Hacker News discussion focused less on the individual controls than on whether waiting periods are the right instrument, or a substitute for author-side package signing.
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GitLab Brings Carbon Awareness to CI/CD to Measure the Environmental Cost of Software Delivery
GitLab has introduced a new approach to Green DevOps, demonstrating how software engineering teams can measure the carbon emissions generated by their CI/CD pipelines.
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GitLab 19.0 Embeds Agentic AI in Secrets, Merge Requests, and Supply Chain Security
GitLab 19.0 extends agentic AI beyond code generation into securing credentials, reviewing and merging changes, and scanning dependencies, adding a public beta Secrets Manager, a full merge request Developer Flow, usage-based GitLab Duo billing, and generally available SBOM dependency scanning.
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Neobank Monzo Builds Governed Data Mesh across 100 Teams and 12000 dbt Models
Monzo recently redesigned its data warehouse to support more than 100 teams working on over 12000 dbt models. Introducing a so-called "meshy" approach, Monzo cut warehouse costs by about 40% and improved data delivery speed by 25%.
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Cloudflare Introduces Flagship: an Edge-Native Feature Flag Service Built on OpenFeature
Cloudflare recently announced the closed beta of Flagship, a new feature flag service built directly into its global edge platform. The service lets teams control feature rollouts and experiment with changes without redeploying code, while evaluating flags locally in Cloudflare Workers rather than calling external flag services.
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Argo CD 3.3 Brings Safer GitOps Deletions and Smoother Day‑to‑Day Operations
The application deployment and lifecycle management tool Argo CD has reached a new milestone with the release of version 3.3, extending the capabilities of the popular GitOps continuous delivery tool while addressing several long-standing pain points for operators.
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OpenAI Introduces Harness Engineering: Codex Agents Power Large‑Scale Software Development
OpenAI introduces Harness Engineering, an AI-driven methodology where Codex agents generate, test, and deploy a million-line production system. The platform integrates observability, architectural constraints, and structured documentation to automate key software development workflows.
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LocalStack for AWS Drops Community Edition Raising Developer Concerns
LocalStack has recently announced changes to the delivery of its AWS Cloud emulators, dropping the popular open source Community Edition, and creating a single image that requires registration. Projects that currently pull the latest community image will need to update their workflows.
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Two Missing Characters: How a Regex Flaw Exposed AWS GitHub Repos to Supply-Chain Risk
AWS recently published a security bulletin acknowledging a configuration issue affecting some popular AWS-managed open-source GitHub repositories. Dubbed CodeBreach, the critical vulnerability could have resulted in the introduction of malicious code and hijacking of the repositories leveraging AWS CodeBuild.
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QCon AI New York 2025: AI Works, PRs Don't: How AI is Breaking the SDLC and What to Do about it
Michael Webster, Principal Engineer at CircleCI, presented “AI Works, Pull Requests Don’t: How AI Is Breaking the SDLC and What to Do about It” at QCon AI New York 2025. Webster discussed the impact of AI on the Software Development Lifecycle (SDLC) and Continuous Integration/Continuous Delivery (CI/CD) processes at CircleCI.
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Pinterest Engineering Reduces Android CI Build Times by 36% with Runtime-Aware Sharding
Pinterest published a technical case study detailing how its engineering team cut Android end-to-end (E2E) continuous integration (CI) build times by more than 36 percent by adopting a runtime-aware test-sharding strategy and building an internal testing platform.