framework
Open-source platform for programmatically authoring, scheduling, and monitoring workflows as directed acyclic graphs (DAGs).
No evidence-backed relationships are recorded.
One ML team moved Airflow off on-prem boxes onto a single GCP VM estimated at under $150 a month, against about $350 for Cloud Composer 3. Its published repo gives other teams a working build to price against their own Composer quote.
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Kestra's 2.0 rewrite moves user code into a data plane the platform team has to run, and it requires a migration through 1.3.x plus a changed routing default to get there, while Prefect's Dagster deal keeps its customers where they are.
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Astronomer's State of Apache Airflow 2026 puts 5,818 practitioners behind two migration numbers measured on different denominators. Recomputed on one base, about 62 percent are planning a move they have not started.
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A devops.com SecMLOps experiment adds encrypted secrets, pattern-checked inputs and SHA-256 hashing to an Apache Airflow pipeline, then lets a final audit task decide whether the run counts as done.
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inlet finds Python SQL call sites by matching names, and in four of five packages with documented injection CVEs the vulnerable string reached the database through a framework helper instead. Its author published the 0 for 5.
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The provider parses your SQL operators and emits table-level reads and writes while the DAG runs, but it emits nothing at all until you set a transport, and it files everything under a namespace called default if you skip that too.
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Hebbian Robotics, a two-person YC Summer 2026 company, announced HFlow on August 19 and shipped it to PyPI the next day, betting that robot dataset checks and provenance are worth sharing between teams rather than rebuilding.
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Putting every manifest in git makes a dead datastore survivable, but only if reconciliation arrives in order, and the order is set by the fact that Envoy Gateway's CRDs ship inside the controller's own Helm chart.
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Airflow's cron string names a time and nothing else, while an Asset URI names data that two DAGs have to agree on. The dependency shape decides which of those contracts you actually want.
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Certification proves a table has an owner, docs and tests, which is a design-time claim. Grab's DPI lifecycle covers runtime by asking each platform whether the contract's tests are healthy, then ticketing the breach.
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Archiving a project with a billion Docker pulls turned an object store into an audit finding. Docker's extended support does not remove the migration, it moves the deadline out to 2031.
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An AI architect scrapped a working content agent because its output lived in a Telegram scroll. The rebuild uses three data planes, and the agent gets unattended write access to exactly one.
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ADOP keeps agents in development and promotes deterministic artifacts to production, and AWS says your architecture governs the coding tool. The documented path still runs on Claude Code.
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