Comparison
airflow vs ai-serving
Verdict
Pick airflow when airflow is primarily Python; ai-serving is Scala; pick ai-serving when ai-serving is primarily Scala; airflow is Python.
Markdown twin · airflow alternatives · ai-serving alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | airflow | ai-serving |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Slowing (141d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of today · osv@v1 | No lockfile (source not queried) As of today · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- airflow
- Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
- ai-serving
- Serving AI/ML models in the open standard formats PMML and ONNX with both HTTP (REST API) and gRPC endpoints
Stars
- airflow
- 46k
- ai-serving
- 166
Forks
- airflow
- 17k
- ai-serving
- 31
Open issues
- airflow
- 1.7k
- ai-serving
- 3
Language
- airflow
- Python
- ai-serving
- Scala
Adopt for
- airflow
- -
- ai-serving
- -
Persona
- airflow
- -
- ai-serving
- -
Runtime
- airflow
- -
- ai-serving
- -
License
- airflow
- Apache-2.0
- ai-serving
- Apache-2.0
Last pushed
- airflow
- Jul 15, 2026
- ai-serving
- Feb 24, 2026
Categories
- airflow
- AI Agents, Computer Vision, Data & Retrieval
- ai-serving
- Computer Vision, Inference & Serving
Trust and health
Maintenance
- airflow
- Very active (96%)
- ai-serving
- Slowing (36%)
Days since push
- airflow
- 0d
- ai-serving
- 141d
Open issues (now)
- airflow
- 1.7k
- ai-serving
- 3
Full report
- airflow
- Trust report
- ai-serving
- Trust report
Choose airflow if…
- airflow is primarily Python; ai-serving is Scala.
- Tags unique to airflow: airflow, apache, apache-airflow, automation.
- Also covers AI Agents, Data & Retrieval.
- airflow ships Docker support for self-hosted deployment.
When NOT to use airflow
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
Choose ai-serving if…
- ai-serving is primarily Scala; airflow is Python.
- Tags unique to ai-serving: ai-serving, inference, inference-server, onnx.
- Also covers Inference & Serving.
When NOT to use ai-serving
- Last GitHub push was 141 days ago (slowing maintenance, Feb 24, 2026). Validate activity before betting a new project on ai-serving.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (apache/airflow) · observed Jul 15, 2026
- GitHub forks (apache/airflow) · observed Jul 15, 2026
- Last push (apache/airflow) · observed Jul 15, 2026
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (autodeployai/ai-serving) · observed Jul 15, 2026
- GitHub forks (autodeployai/ai-serving) · observed Jul 15, 2026
- Last push (autodeployai/ai-serving) · observed Feb 24, 2026
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: airflow 46k · ai-serving 166 (synced Jul 15, 2026).
Common questions
- What is the difference between airflow and ai-serving?
- airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows. ai-serving: Serving AI/ML models in the open standard formats PMML and ONNX with both HTTP (REST API) and gRPC endpoints. See the comparison table for live GitHub stats and shared categories.
- When should I choose airflow over ai-serving?
- Choose airflow over ai-serving when airflow is primarily Python; ai-serving is Scala; Tags unique to airflow: airflow, apache, apache-airflow, automation; Also covers AI Agents, Data & Retrieval; airflow ships Docker support for self-hosted deployment.
- When should I choose ai-serving over airflow?
- Choose ai-serving over airflow when ai-serving is primarily Scala; airflow is Python; Tags unique to ai-serving: ai-serving, inference, inference-server, onnx; Also covers Inference & Serving.
- When should I avoid airflow?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- When should I avoid ai-serving?
- Last GitHub push was 141 days ago (slowing maintenance, Feb 24, 2026). Validate activity before betting a new project on ai-serving. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Is airflow or ai-serving more popular on GitHub?
- airflow has more GitHub stars (46,124 vs 166). Stars measure visibility, not whether either tool fits your constraints.
- Are airflow and ai-serving open source?
- Yes - both are open-source projects on GitHub (airflow: Apache-2.0, ai-serving: Apache-2.0).
- Where can I find alternatives to airflow or ai-serving?
- GraphCanon lists graph-backed alternatives at airflow alternatives and ai-serving alternatives (airflow markdown twin, ai-serving markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, airflow or ai-serving?
- airflow: Very active. ai-serving: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for airflow and ai-serving?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: airflow trust report; ai-serving trust report.