CI takes hours to start

Describe the bug

Created more for visibility to others. CI now takes a long time to start across many PRs, both on push and in the merge queue. This seems to have started sometime between 2026-09-08 07:30 and 08:44 UTC.

Examples:
https://github.com/apache/datafusion/actions/runs/34238609607/job/102102700226?pr=25081
#25081
https://github.com/apache/datafusion/actions/runs/34238609420

Additional context

I believe that's ASF issue, https://issues.apache.org/jira/browse/INFRA-28374

I think that is related to other ASF projects too:

I hit a bunch of timeouts when trying to merge PRs using the merge queue in arrow-rs-object-store:

chore: Bump version to 0.63.0 and add changelog datafusion-sqlparser-rs#2481

The root cause appears to be our DataFusion github runner usage is consuming all the github runners:

Reduce GitHub Actions usage (DataFusion is currently the top ASF consumer of GHA minutes) #25148

This has been happening again a lot recently (taking hours to start running)

I have been exploring what apache projects are consuming jobs and Claude came up with this one

gh api --paginate "repos/apache/airflow/actions/runs?status=in_progress&per_page=100" \
  --jq '.workflow_runs[] | select(.head_repository.full_name == "apache/airflow") | "\(.id) \(.head_sha) \(.html_url)"' \
| while read -r id sha runurl; do
    link=$(gh api "repos/apache/airflow/commits/$sha/pulls" --jq '.[0].html_url // empty' 2>/dev/null)
    gh api --paginate "repos/apache/airflow/actions/runs/$id/jobs?per_page=100" \
      --jq '.jobs[] | select(.status=="in_progress") | select((.labels|join(","))|test("self-hosted")|not) | "\(.labels|join(","))\t\(.started_at)\t\(.workflow_name) / \(.name)"' \
    | sed "s|^|${link:-$runurl}\t|"
  done | sort -t$'\t' -k1,1 -k3,3

The current output is

  done | sort -t$'\t' -k1,1 -k3,3
https://github.com/apache/airflow/pull/74789	ubuntu-22.04	2026-10-20T17:32:54Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:API...CLI
https://github.com/apache/airflow/pull/74789	ubuntu-22.04	2026-10-20T17:32:54Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74789	ubuntu-22.04	2026-10-20T17:33:09Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74789	ubuntu-22.04	2026-10-20T17:33:09Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74789	ubuntu-22.04	2026-10-20T17:33:10Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74789	ubuntu-22.04	2026-10-20T17:33:42Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:32:51Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:API...CLI
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:32:57Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:32:58Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:32:58Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:06Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:06Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:06Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:API...CLI
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:06Z	Tests (AMD) / Non-DB tests: providers / Non-DB-prov::3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:07Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:27Z	Tests (AMD) / Provider distributions tests / Compat 2.11.1:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:27Z	Tests (AMD) / Provider distributions tests / Compat 3.0.6:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:27Z	Tests (AMD) / Provider distributions tests / Compat 3.2.2:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:27Z	Tests (AMD) / Provider distributions tests / Compat 3.3.2:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:33:42Z	Tests (AMD) / Provider distributions tests / Compat 3.1.8:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74790	ubuntu-22.04	2026-10-20T17:47:29Z	Tests (AMD) / Build PROD images / Build PROD Regular image 3.11
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:12Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:12Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:18Z	Tests (AMD) / CI image checks / Static checks
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:21Z	Tests (AMD) / Provider distributions tests / Compat 3.2.2:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:39Z	Tests (AMD) / Provider distributions tests / Compat 3.0.6:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:39Z	Tests (AMD) / Provider distributions tests / Compat 3.3.2:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:47Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:48Z	Tests (AMD) / Provider distributions tests / Compat 2.11.1:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:48Z	Tests (AMD) / Provider distributions tests / Compat 3.1.8:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:50Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:33:53Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:API...CLI
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:34:00Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:34:00Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:34:03Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:API...CLI
https://github.com/apache/airflow/pull/74791	ubuntu-22.04	2026-10-20T17:48:54Z	Tests (AMD) / Build PROD images / Build PROD Regular image 3.11
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:16Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:26Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:26Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:26Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:32Z	Tests (AMD) / Provider distributions tests / Compat 3.2.2:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:39Z	Tests (AMD) / Provider distributions tests / Compat 3.0.6:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:39Z	Tests (AMD) / Provider distributions tests / Compat 3.1.8:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:39Z	Tests (AMD) / Provider distributions tests / Providers wheel tests
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:40Z	Tests (AMD) / Provider distributions tests / Compat 3.3.2:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:42:59Z	Tests (AMD) / CI image checks / Static checks
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:13Z	Tests (AMD) / Provider distributions tests / Compat 2.11.1:P3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:16Z	Tests (AMD) / Postgres tests: providers / DB-prov:Postgres:14:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:17Z	Tests (AMD) / CI image checks / Build documentation
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:19Z	Tests (AMD) / MySQL tests: providers / DB-prov:MySQL:8.0:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:19Z	Tests (AMD) / Sqlite tests: providers / DB-prov:Sqlite:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:26Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:32Z	Tests (AMD) / Low dep tests: providers / prov:LowestDeps:14:3.11:samba...zendesk
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:32Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:35Z	Tests (AMD) / Low dep tests: providers / prov:LowestDeps:14:3.11:apprise...duckdb
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:39Z	Tests (AMD) / Generate constraints / Generate constraints for 3.11 on linux/amd64
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:52Z	Tests (AMD) / Low dep tests: providers / prov:LowestDeps:14:3.11:airbyte...apache.tinker
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:43:52Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:14Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:31Z	Tests (AMD) / Low dep tests: providers / prov:LowestDeps:14:3.11:microsoft.psr...salesforce
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:43Z	Tests (AMD) / Low dep tests: providers / prov:LowestDeps:14:3.11:edge3...microsoft.mss
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:43Z	Tests (AMD) / Special tests / Latest SQLAlchemy test: core / DB-core:LatestSQLAlchemy-Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:43Z	Tests (AMD) / Special tests / Min SQLAlchemy test: providers / DB-prov:MinSQLAlchemy-Postgres:14:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:44Z	Tests (AMD) / Special tests / Latest SQLAlchemy test: core / DB-core:LatestSQLAlchemy-Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:50Z	Tests (AMD) / Special tests / Min SQLAlchemy test: core / DB-core:MinSQLAlchemy-Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:53Z	Tests (AMD) / Special tests / Latest Boto test: providers / prov:LatestBoto-Postgres:14:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:44:53Z	Tests (AMD) / Special tests / Pendulum2 test: core / core:Pendulum2-Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:02Z	Tests (AMD) / Special tests / Latest Boto test: core / core:LatestBoto-Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:02Z	Tests (AMD) / Special tests / Latest Boto test: core / core:LatestBoto-Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:02Z	Tests (AMD) / Special tests / Pendulum2 test: core / core:Pendulum2-Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:18Z	Tests (AMD) / Special tests / Latest SQLAlchemy test: providers / DB-prov:LatestSQLAlchemy-Postgres:14:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:18Z	Tests (AMD) / Special tests / Min SQLAlchemy test: core / DB-core:MinSQLAlchemy-Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:18Z	Tests (AMD) / Special tests / Pendulum2 test: providers / prov:Pendulum2-Postgres:14:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:18Z	Tests (AMD) / Special tests / Quarantined test: providers / Qrnt-prov:Postgres:14:3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74793	ubuntu-22.04	2026-10-20T17:45:23Z	Tests (AMD) / Non-DB tests: providers / Non-DB-prov::3.11:-amazon,celer...standard
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:41:10Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:API...CLI
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:41:10Z	Tests (AMD) / MySQL tests: core / DB-core:MySQL:8.0:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:41:12Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:41:27Z	Tests (AMD) / Low dep tests:core / core:LowestDeps:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:41:37Z	Tests (AMD) / Provider distributions tests / Providers wheel tests
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:42:22Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:Core...Serialization
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:42:23Z	Tests (AMD) / Postgres tests: core / DB-core:Postgres:14:3.11:API...CLI
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:42:23Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:API...CLI
https://github.com/apache/airflow/pull/74794	ubuntu-22.04	2026-10-20T17:42:23Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:Core...Serialization
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T16:59:23Z	Tests (AMD) / Sqlite tests: core / DB-core:Sqlite:3.11:Core...Serialization
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:41:30Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.12-v1.32.11-true
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:41:40Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.14-v1.34.11-true
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:41:43Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.12-v1.32.11-false
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:41:48Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.11-v1.31.12-false
https://github.com/apache/airflow/pull/75231	ubuntu-22.04-arm	2026-10-20T17:42:52Z	Tests (ARM) / Kubernetes tests / K8S System:LocalExecutor-3.13-v1.37.0-false
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:43:54Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.14-v1.34.11-false
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:44:14Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.11-v1.35.8-false
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:50:59Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.12-v1.36.4-false
https://github.com/apache/airflow/pull/75231	ubuntu-22.04	2026-10-20T17:50:59Z	Tests (AMD) / Kubernetes tests / K8S System:LocalExecutor-3.13-v1.37.0-false

It looks like a few PRs consumed a lot of the runner time (each launches 14 jobs via some matrix)

The TLDR of my poking around is that some projects have many queued jobs (often from matrix'd runs) that are consuming significant numbers of runners and the DataFusion (and arrow-rs backlogs) are queued.

I'll ask the projects politely if there is some way to reduce the runner usage

I'll ask the projects politely if there is some way to reduce the runner usage

Thank you!

Current queue across projects

Queued jobs, repos with 10+ queued runs (jobs are what the runner pool actually serves):

┌──────────────────────────────┬─────────────┬─────────────┬──────────────────┐
│             Repo             │ Queued jobs │ Queued runs │ In-progress runs │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ datafusion                   │ 537         │ 108         │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ nuttx                        │ 349         │ 75          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ gravitino                    │ 280         │ 220         │ 2                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ spark                        │ 223         │ 30          │ 3                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ shenyu                       │ 200         │ 62          │ 3                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ arrow-rs                     │ 192         │ 30          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ datafusion-sqlparser-rs      │ 187         │ 61          │ 1                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ iceberg-go                   │ 154         │ 91          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ druid                        │ 130         │ 31          │ 14               │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ shardingsphere               │ 120         │ 89          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ mahout                       │ 118         │ 103         │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ skywalking-banyandb          │ 100         │ 15          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ doris                        │ 99          │ 100         │ 17               │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ grails-core                  │ 97          │ 44          │ 13               │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ ossie                        │ 92          │ 33          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ paimon                       │ 88          │ 18          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ rocketmq-dashboard           │ 85          │ 17          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ maven                        │ 80          │ 18          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ tomcat                       │ 76          │ 51          │ 2                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ gluten                       │ 70          │ 55          │ 25               │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ nuttx-apps                   │ 68          │ 22          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ pinot                        │ 68          │ 40          │ 1                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ superset-kubernetes-operator │ 64          │ 29          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ seatunnel                    │ 60          │ 57          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ texera                       │ 59          │ 62          │ 1                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ hudi                         │ 54          │ 30          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ mynewt-core                  │ 49          │ 12          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ maven-resolver               │ 45          │ 10          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ iceberg-python               │ 44          │ 16          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ camel                        │ 32          │ 25          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ ignite                       │ 30          │ 10          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ datafusion-ballista          │ 27          │ 12          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ accumulo                     │ 25          │ 10          │ 1                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ hbase                        │ 23          │ 10          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ aries                        │ 21          │ 17          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ fluss                        │ 20          │ 12          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ iceberg                      │ 16          │ 16          │ 3                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ hop                          │ 13          │ 10          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ iggy                         │ 10          │ 10          │ 0                │
├──────────────────────────────┼─────────────┼─────────────┼──────────────────┤
│ superset                     │ 9           │ 16          │ 85               │
└──────────────────────────────┴─────────────┴─────────────┴──────────────────┘

Over on Tika, we're also seeing > hour long queues. It felt like there was a change a bit more than two weeks ago. The lengthy queues cannot be attributed to post Community Over Code exuberance.

This is not good.

Thank you for opening this ticket.

Over on Tika, we're also seeing > hour long queues. It felt like there was a change a bit more than two weeks ago. The lengthy queues cannot be attributed to post Community Over Code exuberance.

I suspect it may be the fact that it is far easier than ever to make PRs via ai agents, and each PR often starts large amounts of CI

Also the new github stacks feature was released around Oct 6 (approximately the right timeline): https://github.blog/changelog/2026-10-06-stacked-pull-requests-generally-available/

And I found at least one example where a stack of PRs ended up running the full CI suite for each stacked PR each time the stack got rebased:

Add HTTP publication to the Dag processor manager airflow#74793

I don't have more data to back up that yet, but will keep searching

Here is another snapshot

Runner usage and queue across apache repos, snapshot 2026-10-21 12:45 UTC
(jobs are what the runner pool serves; a run fans out into many jobs)

┌─────────────────────────┬──────────────┬─────────────┬──────────────┬─────────────┐
│ Repo                    │ Running jobs │ Queued jobs │ Running runs │ Queued runs │
├─────────────────────────┼──────────────┼─────────────┼──────────────┼─────────────┤
│ airflow                 │ 188          │ ?           │ 15           │ 4           │
│ kvrocks                 │ 67           │ 0           │ 3            │ 0           │
│ fineract                │ 60           │ ?           │ 2            │ 1           │
│ iotdb                   │ 50           │ ?           │ 20           │ 7           │
│ dubbo                   │ 46           │ 0           │ 1            │ 0           │
│ gravitino               │ 40           │ 200         │ 29           │ 173         │
│ beam                    │ 39           │ ?           │ 22           │ 8           │
│ cloudstack              │ 30           │ ?           │ 9            │ 6           │
│ superset                │ 22           │ 8           │ 21           │ 13          │
│ kafka                   │ 21           │ ?           │ 9            │ 3           │
│ activemq                │ 20           │ ?           │ 13           │ 6           │
│ ozone                   │ 19           │ ?           │ 4            │ 1           │
│ datafusion-comet        │ 19           │ 0           │ 2            │ 0           │
│ paimon                  │ 15           │ 80          │ 3            │ 17          │
│ druid                   │ 13           │ 210         │ 2            │ 43          │
│ flink                   │ 11           │ 0           │ 1            │ 0           │
│ nifi                    │ 11           │ 0           │ 5            │ 0           │
│ groovy                  │ 10           │ 20          │ 3            │ 10          │
│ arrow                   │ 9            │ 0           │ 5            │ 0           │
│ spark                   │ 6            │ 147         │ 1            │ 25          │
│ gluten                  │ 6            │ 29          │ 6            │ 21          │
│ flink-agents            │ 6            │ ?           │ 1            │ 5           │
│ tika                    │ 5            │ 52          │ 6            │ 35          │
│ yunikorn-k8shim         │ 5            │ 0           │ 1            │ 0           │
│ doris                   │ 4            │ 439         │ 2            │ 428         │
│ grails-core             │ 4            │ 47          │ 6            │ 20          │
│ incubator-kie           │ 4            │ 19          │ 2            │ 14          │
│ doris-flink-connector   │ 4            │ ?           │ 3            │ 9           │
│ hop                     │ 3            │ 18          │ 2            │ 14          │
│ brpc                    │ 3            │ ?           │ 1            │ 9           │
│ camel                   │ 2            │ 107         │ 1            │ 70          │
│ fluss                   │ 2            │ 105         │ 2            │ 43          │
│ datafusion              │ 1            │ 123         │ 2            │ 61          │
│ tomcat                  │ 1            │ 64          │ 1            │ 43          │
│ hudi                    │ 1            │ 46          │ 1            │ 27          │
│ incubator-kie-tools     │ 1            │ 13          │ 1            │ 11          │
│ nuttx                   │ 0            │ 577         │ 1            │ 103         │
│ arrow-rs                │ 0            │ 446         │ 0            │ 160         │
│ opendal                 │ 0            │ 288         │ 0            │ 57          │
│ texera                  │ 0            │ 243         │ 1            │ 201         │
│ shenyu                  │ 0            │ 235         │ 0            │ 144         │
│ shardingsphere          │ 0            │ 144         │ 2            │ 63          │
│ iceberg-go              │ 0            │ 81          │ 0            │ 52          │
│ hugegraph-ai            │ 0            │ 78          │ 0            │ 32          │
│ ossie                   │ 0            │ 76          │ 0            │ 36          │
│ nuttx-apps              │ 0            │ 75          │ 0            │ 19          │
│ devlake                 │ 0            │ 69          │ 0            │ 55          │
│ datafusion-sqlparser-rs │ 0            │ 51          │ 0            │ 17          │
│ calcite                 │ 0            │ 50          │ 0            │ 10          │
│ ossie-converters        │ 0            │ 41          │ 1            │ 26          │
│ pinot                   │ 0            │ 40          │ 0            │ 26          │
│ syncope                 │ 0            │ 34          │ 0            │ 33          │
│ seatunnel               │ 0            │ 32          │ 0            │ 31          │
│ cassandra               │ 0            │ 31          │ 0            │ 19          │
│ hertzbeat               │ 0            │ 23          │ 0            │ 18          │
│ ofbiz-framework         │ 0            │ 21          │ 0            │ 16          │
│ rocketmq-clients        │ 0            │ 20          │ 0            │ 17          │
│ poi                     │ 0            │ ?           │ 0            │ 5           │
│ logging-log4j2          │ 0            │ ?           │ 0            │ 5           │
│ ignite                  │ 0            │ ?           │ 0            │ 9           │
│ tinkerpop               │ 0            │ ?           │ 0            │ 5           │
│ netbeans                │ 0            │ ?           │ 0            │ 7           │
│ streampipes             │ 0            │ ?           │ 0            │ 6           │
│ skywalking-banyandb     │ 0            │ ?           │ 0            │ 9           │
│ reqsign                 │ 0            │ ?           │ 0            │ 9           │
│ amoro                   │ 0            │ ?           │ 0            │ 6           │
│ fesod                   │ 0            │ ?           │ 0            │ 6           │
└─────────────────────────┴──────────────┴─────────────┴──────────────┴─────────────┘
Not shown: 96 repos with <5 running jobs, <10 queued jobs and <5 queued runs,
holding 13 running jobs and 186 queued runs in total.
Totals: running jobs 761 | queued jobs in scanned repos 4382 | queued runs 2515 | running runs 230

I spent some time on some more analytics this morning on how many runner minutes are used by different projects

Here is the data + script I used: Archive.zip

Note this only includes the github hosted runners (not the RunsOn runners):

My numbers show that airflow has used used 77.2 days of runner time in the last 17h

1000 runs of apache/airflow created between 2026-10-20T22:20:11Z and 2026-10-21T15:10:08Z (16.8 h window)
jobs loaded: 900 runs from cache, 98 from the API, 2 failed  (cache: gh-runner-usage-cache)

conclusion     jobs  share runner-min runner-days
success       12235  57.1%     111218        77.2
skipped        7424  34.7%          0         0.0
cancelled      1234   5.8%       5745         4.0
in_progress     274   1.3%          0         0.0
failure         186   0.9%       2304         1.6
queued           65   0.3%          0         0.0
total         21418            119267        82.8

average concurrent jobs over the window: 118

By comparison DataFusion only used 11.7 days of runner time in the last 2 days

1000 runs of apache/arrow-rs created between 2026-10-19T10:20:44Z and 2026-10-21T15:06:27Z (52.8 h window)
jobs loaded: 0 runs from cache, 1000 from the API, 0 failed  (cache: gh-runner-usage-cache)

conclusion     jobs  share runner-min runner-days
success        3492  69.7%      16846        11.7
skipped         913  18.2%          0         0.0
queued          327   6.5%          0         0.0
failure         141   2.8%        853         0.6
cancelled       125   2.5%       1946         1.4
in_progress      12   0.2%          0         0.0
total          5010             19645        13.6

average concurrent jobs over the window: 6

arrow-rs used 2.7 days over 17 hours

1000 runs of apache/datafusion created between 2026-10-20T22:07:51Z and 2026-10-21T15:13:03Z (17.1 h window)
warning: jobs for run 39541706327 failed: gh: Server Error (HTTP 502)
jobs loaded: 69 runs from cache, 930 from the API, 1 failed  (cache: gh-runner-usage-cache)

conclusion     jobs  share runner-min runner-days
skipped        1757  48.8%          0         0.0
success        1410  39.2%       3943         2.7
queued          212   5.9%          0         0.0
cancelled       184   5.1%       2762         1.9
failure          24   0.7%        140         0.1
neutral           7   0.2%          0         0.0
in_progress       5   0.1%          0         0.0
total          3599              6845         4.8

average concurrent jobs over the window: 7

There are also some great discussions in the ASF slack
https://the-asf.slack.com/archives/CBX4TSBQ8/p1792591324182189?thread_ts=1792520326.623569&cid=CBX4TSBQ8

That have come to the same conclusion

@potiuk

There is an interesting script that @potiuk pointed me me at in apache/airflow#75395 (reply in thread)

https://github.com/apache/infrastructure-actions/blob/main/utils/actions-queue-status.py

It took 30 minutes to run and here is the output.

Summary line from the script: 677 jobs running, 2073 queued across 151 of 1253 apache repos with Actions.

Top 30 by running

┌──────────────────┬────────┬─────────┬──────────────────────────────────────────────────────────────┐
│       repo       │ queued │ running │                          workflows                           │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ airflow          │      0 │     120 │ Tests (AMD)=112; Tests (ARM)=8                               │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ grails-core      │     19 │      77 │ CI=81; Build Health=2; CodeQL=2; ...                         │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ beam             │      0 │      53 │ Build python source distribution and wheels=4; ...           │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ cloudstack       │      9 │      45 │ CodeQL Analysis=9; Build=1; Coverage Check=1; ...            │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ superset         │     12 │      40 │ Build & publish docker images=3; CodeQL=1; ...               │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ groovy           │     94 │      36 │ Build and test=61; Build and test for coverage=5; ...        │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ nifi             │      0 │      29 │ build=12; code-compliance=3; docker-tests=1; ...             │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ ozone            │      2 │      28 │ build-branch=28; Running Copilot Code Review=1; ...          │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ iotdb            │      0 │      23 │ Daily IT=21; Daily UT=2                                      │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ nuttx-apps       │     32 │      16 │ Build=43; Check=1; Lint=1; ...                               │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ iggy             │      2 │      16 │ Pre-merge=17; PR Title=1                                     │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ pulsar           │      6 │      15 │ Pulsar CI=16; Semantic Pull Request=4; CodeQL=1              │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ tinkerpop        │     14 │      14 │ build-test=28                                                │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ commons-io       │     37 │      13 │ Java CI=42; CodeQL=4; Dependency Review=2; ...               │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ camel-quarkus    │     30 │      12 │ Camel Quarkus CI=42                                          │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ paimon           │     67 │       9 │ CI=76                                                        │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ netbeans         │     11 │       9 │ NetBeans=20                                                  │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ hudi             │      0 │       9 │ Java CI=8; Scheduled Workflow=1                              │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ fluss            │     30 │       7 │ CI=24; Check License=3; Check Documentation=1; ...           │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ cloudberry       │      3 │       7 │ Apache Cloudberry Build (Rocky Linux)=6; ...                 │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ iceberg-rust     │      2 │       6 │ CI=6; Bindings Python CI=1; pages build=1                    │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ kafka            │      0 │       6 │ CI=6                                                         │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ camel            │     26 │       5 │ Build and test=12; Camel launcher native exe build=1; ...    │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ datafusion       │      8 │       5 │ Rust=6; Detect breaking changes=6; Dependencies=1            │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ iceberg          │      3 │       5 │ Spark CI=5; Docs Build CI=2; PR Title Check=1                │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ cxf              │      0 │       5 │ Build and Test=3; CodeQL=2                                   │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ hbase            │      0 │       5 │ Yetus General Check=1; Yetus JDK17 Hadoop3 Compile Check=... │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ incubator-kie    │      0 │       5 │ CI :: Build=2; CI :: Examples=3                              │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ datafusion-comet │      0 │       4 │ Comet CI=2; Comet CI (label run)=2                           │
├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤
│ drill            │      0 │       4 │ Github CI=3; CodeQL=1                                        │
└──────────────────┴────────┴─────────┴──────────────────────────────────────────────────────────────┘

Top 30 by queued

┌────────────────────────┬────────┬─────────┬────────────────────────────────────────────────────────────────┐
│          repo          │ queued │ running │                           workflows                            │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ cassandra-gocql-driver │    162 │       0 │ Build=162                                                      │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ nuttx                  │    141 │       0 │ Build=23; Check=3; Build Documentation=1; ...                  │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ sedona-db              │    135 │       0 │ Graph Update: pip in /python/sedonadb=1; cargo ...             │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ shenyu                 │    125 │       1 │ it=56; ci=22; it-k8s=21; e2e=7; Issue Manager=2; ...           │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ aries                  │    120 │       0 │ Async - CI Build=2; Blueprint - CI Build=2; ...                │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ groovy                 │     94 │      36 │ Build and test=61; Build and test for coverage=5; ...          │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ texera                 │     77 │       1 │ Backport Approval Check=15; Backport Auto Label=3; ...         │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ shardingsphere         │     76 │       0 │ CI=3; E2E - Agent=3; CI - MCP=1; E2E - MCP=1; ...              │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ spark                  │     75 │       0 │ Branch-4.2 CI Scheduler=2; Branch-4.x CI Scheduler=2; ...      │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ iceberg-go             │     68 │       3 │ Audit and Verify=8; API compatibility=7; CodeQL=1; ...         │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ paimon                 │     67 │       9 │ CI=76                                                          │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ gravitino              │     59 │       3 │ Access Control Integration Test=1; ...                         │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ pinot                  │     51 │       0 │ PR flow=9; PR flow signal=4; Pinot Compatibility Checks=1; ... │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ commons-io             │     37 │      13 │ Java CI=42; CodeQL=4; Dependency Review=2; ...                 │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ calcite                │     37 │       1 │ CI=35; Validate Gradle Wrapper=3                               │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ tika                   │     36 │       2 │ Docker snapshot - tika-server and tika-grpc=7; ...             │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ nuttx-apps             │     32 │      16 │ Build=43; Check=1; Lint=1; ...                                 │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ httpd                  │     32 │       1 │ Linux=32; Windows=1                                            │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ lucenenet              │     31 │       0 │ Index Compatibility=2; EditorConfig Rules Check=1; ...         │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ camel-quarkus          │     30 │      12 │ Camel Quarkus CI=42                                            │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ fluss                  │     30 │       7 │ CI=24; Check License=3; Check Documentation=1; ...             │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ camel                  │     26 │       5 │ Build and test=12; ...                                         │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ accumulo               │     24 │       0 │ QA=24                                                          │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ tomcat                 │     23 │       2 │ CodeQL Advanced=6; Manager2 Test=3; Diff Coverage=2; ...       │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ grails-core            │     19 │      77 │ CI=81; ...                                                     │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ arrow-rs               │     19 │       0 │ CI=19                                                          │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ cassandra              │     16 │       0 │ Ant Check=16                                                   │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ ossie                  │     16 │       0 │ Auto Label PRs=2; Community PR Helper=1; ...                   │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ poi                    │     16 │       0 │ Java CI with Ant=8; Java CI with Gradle=8                      │
├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤
│ commons-math           │     15 │       0 │ Java CI=12; Java CI (Legacy only)=3                            │
└────────────────────────┴────────┴─────────┴────────────────────────────────────────────────────────────────┘

One thing I think is different than my scripts above is that it counts the number of jobs but I don't think it reflects the runner time.

So you can see that airflow has 120 running jobs and I suspect the reason it ends up with so many jobs is that each takes many minutes. Other projects have many jobs but I think each job takes much less time and thus doesn't consume so many runner hours

No. It means that we have 10x more PRs opened from our contributors. Note - that it is 10x than we usually had, We are just a very popular project and we have more than 400 contributors. Look from how many PRs those jobs come.

…

On Fri, Oct 23, 2026 at 10:32 PM Andrew Lamb ***@***.***> wrote: *alamb* left a comment (apache/datafusion#25088) <#25088 (comment)> There is an interesting script that @potiuk <https://github.com/potiuk> pointed me me at in apache/airflow#75395 (reply in thread) <apache/airflow#75395 (reply in thread)> https://github.com/apache/infrastructure-actions/blob/main/utils/actions-queue-status.py It took 30 minutes to run and here is the output. Summary line from the script: 677 jobs running, 2073 queued across 151 of 1253 apache repos with Actions. Top 30 by running ┌──────────────────┬────────┬─────────┬──────────────────────────────────────────────────────────────┐ │ repo │ queued │ running │ workflows │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ airflow │ 0 │ 120 │ Tests (AMD)=112; Tests (ARM)=8 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ grails-core │ 19 │ 77 │ CI=81; Build Health=2; CodeQL=2; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ beam │ 0 │ 53 │ Build python source distribution and wheels=4; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ cloudstack │ 9 │ 45 │ CodeQL Analysis=9; Build=1; Coverage Check=1; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ superset │ 12 │ 40 │ Build & publish docker images=3; CodeQL=1; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ groovy │ 94 │ 36 │ Build and test=61; Build and test for coverage=5; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ nifi │ 0 │ 29 │ build=12; code-compliance=3; docker-tests=1; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ ozone │ 2 │ 28 │ build-branch=28; Running Copilot Code Review=1; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ iotdb │ 0 │ 23 │ Daily IT=21; Daily UT=2 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ nuttx-apps │ 32 │ 16 │ Build=43; Check=1; Lint=1; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ iggy │ 2 │ 16 │ Pre-merge=17; PR Title=1 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ pulsar │ 6 │ 15 │ Pulsar CI=16; Semantic Pull Request=4; CodeQL=1 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ tinkerpop │ 14 │ 14 │ build-test=28 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ commons-io │ 37 │ 13 │ Java CI=42; CodeQL=4; Dependency Review=2; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ camel-quarkus │ 30 │ 12 │ Camel Quarkus CI=42 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ paimon │ 67 │ 9 │ CI=76 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ netbeans │ 11 │ 9 │ NetBeans=20 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ hudi │ 0 │ 9 │ Java CI=8; Scheduled Workflow=1 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ fluss │ 30 │ 7 │ CI=24; Check License=3; Check Documentation=1; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ cloudberry │ 3 │ 7 │ Apache Cloudberry Build (Rocky Linux)=6; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ iceberg-rust │ 2 │ 6 │ CI=6; Bindings Python CI=1; pages build=1 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ kafka │ 0 │ 6 │ CI=6 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ camel │ 26 │ 5 │ Build and test=12; Camel launcher native exe build=1; ... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ datafusion │ 8 │ 5 │ Rust=6; Detect breaking changes=6; Dependencies=1 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ iceberg │ 3 │ 5 │ Spark CI=5; Docs Build CI=2; PR Title Check=1 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ cxf │ 0 │ 5 │ Build and Test=3; CodeQL=2 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ hbase │ 0 │ 5 │ Yetus General Check=1; Yetus JDK17 Hadoop3 Compile Check=... │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ incubator-kie │ 0 │ 5 │ CI :: Build=2; CI :: Examples=3 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ datafusion-comet │ 0 │ 4 │ Comet CI=2; Comet CI (label run)=2 │ ├──────────────────┼────────┼─────────┼──────────────────────────────────────────────────────────────┤ │ drill │ 0 │ 4 │ Github CI=3; CodeQL=1 │ └──────────────────┴────────┴─────────┴──────────────────────────────────────────────────────────────┘ Top 30 by queued ┌────────────────────────┬────────┬─────────┬────────────────────────────────────────────────────────────────┐ │ repo │ queued │ running │ workflows │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ cassandra-gocql-driver │ 162 │ 0 │ Build=162 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ nuttx │ 141 │ 0 │ Build=23; Check=3; Build Documentation=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ sedona-db │ 135 │ 0 │ Graph Update: pip in /python/sedonadb=1; cargo ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ shenyu │ 125 │ 1 │ it=56; ci=22; it-k8s=21; e2e=7; Issue Manager=2; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ aries │ 120 │ 0 │ Async - CI Build=2; Blueprint - CI Build=2; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ groovy │ 94 │ 36 │ Build and test=61; Build and test for coverage=5; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ texera │ 77 │ 1 │ Backport Approval Check=15; Backport Auto Label=3; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ shardingsphere │ 76 │ 0 │ CI=3; E2E - Agent=3; CI - MCP=1; E2E - MCP=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ spark │ 75 │ 0 │ Branch-4.2 CI Scheduler=2; Branch-4.x CI Scheduler=2; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ iceberg-go │ 68 │ 3 │ Audit and Verify=8; API compatibility=7; CodeQL=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ paimon │ 67 │ 9 │ CI=76 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ gravitino │ 59 │ 3 │ Access Control Integration Test=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ pinot │ 51 │ 0 │ PR flow=9; PR flow signal=4; Pinot Compatibility Checks=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ commons-io │ 37 │ 13 │ Java CI=42; CodeQL=4; Dependency Review=2; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ calcite │ 37 │ 1 │ CI=35; Validate Gradle Wrapper=3 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ tika │ 36 │ 2 │ Docker snapshot - tika-server and tika-grpc=7; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ nuttx-apps │ 32 │ 16 │ Build=43; Check=1; Lint=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ httpd │ 32 │ 1 │ Linux=32; Windows=1 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ lucenenet │ 31 │ 0 │ Index Compatibility=2; EditorConfig Rules Check=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ camel-quarkus │ 30 │ 12 │ Camel Quarkus CI=42 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ fluss │ 30 │ 7 │ CI=24; Check License=3; Check Documentation=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ camel │ 26 │ 5 │ Build and test=12; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ accumulo │ 24 │ 0 │ QA=24 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ tomcat │ 23 │ 2 │ CodeQL Advanced=6; Manager2 Test=3; Diff Coverage=2; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ grails-core │ 19 │ 77 │ CI=81; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ arrow-rs │ 19 │ 0 │ CI=19 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ cassandra │ 16 │ 0 │ Ant Check=16 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ ossie │ 16 │ 0 │ Auto Label PRs=2; Community PR Helper=1; ... │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ poi │ 16 │ 0 │ Java CI with Ant=8; Java CI with Gradle=8 │ ├────────────────────────┼────────┼─────────┼────────────────────────────────────────────────────────────────┤ │ commons-math │ 15 │ 0 │ Java CI=12; Java CI (Legacy only)=3 │ └────────────────────────┴────────┴─────────┴────────────────────────────────────────────────────────────────┘ One thing I think is different than my scripts above is that it counts the number of jobs but I don't think it reflects the runner time. So you can see that airflow has 120 running jobs and I suspect the reason it ends up with so many jobs is that each takes many minutes. Other projects have many jobs but I think each job takes much less time and thus doesn't consume so many runner hours — Reply to this email directly, view it on GitHub <#25088?email_source=notifications&email_token=AAERMI57PMQVU36N3GRFEGL5VO56JA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMZXGQYTKOBQGE4KM4TFMFZW63VHNVSW45DJN5XKKZLWMVXHJLDGN5XXIZLSL5RWY2LDNM#issuecomment-6374158018>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AAERMI5VYSUSUKTQQK77IS35VO56JAVCNFSNUABFKJSXA33TNF2G64TZHMZTKOBZGE3TGMJYHNEXG43VMU5TKMZYHE2DEMBQGY4KC5QC> . You are receiving this because you were mentioned.Message ID: ***@***.***>

@kumarUjjawal

No. It means that we have 10x more PRs opened from our contributors. Note -
that it is 10x than we usually had, We are just a very popular project and
we have more than 400 contributors. Look from how many PRs those jobs come.

Yes, I see. We are feeling something similar in Arrow and DataFusion . DataFusion is only at 1200 contributors, but recently we have seen a deluge of lots of PRs and each new PR (including AI dumps) was consumes a lot of PR time on the apache shared runners

I think the most effective thing we have done this past week (thank you @kumarUjjawal and @comphead 🙏 ) was to update our CI so Pull Requests ran on the submitters fork / account, not on the apache runners:

ci: run the Rust workflow for fork pull requests on the fork #25591

Unfortunately this added quite a bit of complexity to our CI system, but I don't see any way around it.

@sdf-jkl is working on the same treatment for arrow-rs

Run fork PR test suites in contributor forks arrow-rs#11788

BTW grails-core (47 runner-days) and beam (12 runner-days) also consume significant amounts of CPU in the last 24 hours

andrewlamb@Andrews-MacBook-Pro-3:~/Downloads$ python3 usage.py --time 1d apache/grails-core
665 runs of apache/grails-core created since 2026-10-22T20:33:15Z (24.0 h window)
warning: jobs for run 39971712658 failed: gh: Server Error (HTTP 502)
warning: jobs for run 39967410613 failed: gh: Server Error (HTTP 502)
warning: jobs for run 39876372833 failed: gh: Server Error (HTTP 502)
jobs loaded: 280 runs from cache, 382 from the API, 3 failed  (cache: gh-runner-usage-cache)

                             github               self-hosted
conclusion     jobs   share     mins (days)   share     mins (days)
success        2038   78.0%    53319 (37.0)       -         0 (0.0)
failure          40    2.9%      1964 (1.4)       -         0 (0.0)
in_progress      76    0.0%         0 (0.0)       -         0 (0.0)
queued           19    0.0%         0 (0.0)       -         0 (0.0)
cancelled       966   19.1%     13089 (9.1)       -         0 (0.0)
skipped         797    0.0%         0 (0.0)       -         0 (0.0)
total          3936            68372 (47.5)                 0 (0.0)

andrewlamb@Andrews-MacBook-Pro-3:~/Downloads$ python3 usage.py --time 1d apache/beam
2648 runs of apache/beam created since 2026-10-22T20:33:21Z (24.0 h window)
jobs loaded: 1360 runs from cache, 1288 from the API, 0 failed  (cache: gh-runner-usage-cache)

                             github               self-hosted
conclusion     jobs   share     mins (days)   share     mins (days)
success        4741   88.1%    15140 (10.5)   92.6%    68974 (47.9)
failure         122    0.6%       110 (0.1)    4.9%      3659 (2.5)
in_progress     129    0.0%         0 (0.0)    0.0%         0 (0.0)
queued           11    0.0%         0 (0.0)    0.0%         0 (0.0)
cancelled       525   11.3%      1944 (1.3)    2.5%      1828 (1.3)
neutral           9    0.0%         0 (0.0)    0.0%         0 (0.0)
skipped         300    0.0%         0 (0.0)    0.0%         0 (0.0)
total          5837            17194 (11.9)            74461 (51.7)

On arrow we limit non-collaborators to 3 PR at a time. Will merge apache/arrow#55164 once apache/infrastructure-asfyaml#135 is complete.

@sdf-jkl

@sdf-jkl is working on the same treatment for arrow-rs
https://github.com/apache/arrow-rs/pull/11788

@rok I want to try same approach on arrow as well

@sdf-jkl

@sdf-jkl let's check with @raulcd if he's comfortable with the extra logic. I think we used to do it at sompoint, but that's better over chat.

@sdf-jkl

@sdf-jkl also please note - merging apache/arrow#55164 would solve this issue too.

Thing that concerns me is https://docs.github.com/en/actions/reference/security/securely-using-pull_request_target#default-policy-for-pull_request_target

that disables pull_request_target even on public repos, which I believe also applicable for contributor forks

This is a migration example apache/spark-connect-swift#615

I wonder if GitHub will start blocking this pattern. Surely we're not only ones with so many PRs.

Yes, I see. We are feeling something similar in Arrow and DataFusion.

DataFusion only has 1200 contributors, but recently we have seen a deluge of PRs. Each new PR (including AI dumps) consumes a lot of PR time on the Apache shared runners Oh absolutely. This is what I proposed, including the design and 5-stacked PR implementing weeks ago only to get some PMC members respond, "if it's about saving time to others we do not care". And since then I spent a lot of time convincing people and pushing my way through so that it gets accepted - to the point that I **just** sent lazy consensus result about it. You can track the whole discussion there: https://lists.apache.org/thread.html/krl1bzszlfgfz70m494rm8jq1ph6dr01 Unfortunately, during the last few days while I was waiting for the lazy consensus to pass, we were somewhat frequently nudged, added to the mailing list threads, pointed in slakc and some issues were created. That was quite distracting to our work because we constantly had to constantly respond to such nudges, despite my explicit explanation to the people nudging us that we were working on it. This led me to worry that objectors might break the lazy consensus, further delaying things. It's sometimes very unproductive to try to motivate motivated people by nudging them. Each of us has an example of the manager coming every hour and asking "Are we there yet"? That distracts people and de-focuses them as we all know. Bad idea in general, especially if you tell "Working on it". And yet we have not seen any apology for those distractions. Luckily the consensus was not broken and we can proceed now.

left a comment (apache/datafusion#25088) <#25088 (comment)> On arrow <https://github.com/apache/arrow> we limit non-collaborators to 3 PR at a time. Will merge apache/arrow#55164 <apache/arrow#55164> once apache/infrastructure-asfyaml#135 <apache/infrastructure-asfyaml#135> is complete.

Oh absolutely again - I have proposed (or rather my Magpie skill that I created for that very purpose) in https://lists.apache.org/thread.html/6bgpcflsqow9b9b3r022yyf135m63352 - that you could replace your custom pull_request_target workfow with .asfyaml feature - that I not only contributed so that others (not only us) could use it but also developed and contributed the whole testing framework to infra that infra or anyone else can use to test .ASF YAML changes: apache/infrastructure-asfyaml#111 and apache/infrastructure-asfyaml#133 - because my PR for that waited for weeks. And yes - we limited PRs to 5 in Airflow. Some of our contributors had 30 PRs, but I convinced others in Airflow and drove the change (including closing 200 PRs that were exceessive and taking the pain of it). If not that pre-emptive move, we would likely have 15x more traffic today. Luckily - we acted on that without any nudging, because we care. And yes it also required getting to consensus: You can see lazy consensus here - and earlier discussions I had to navigate: https://lists.apache.org/thread.html/901dt9qdqjtqrh7ow5cdnd8sp0dl3llp BTW. My (or rather my skill's proposal that I sent yesterday) might help Arrow to use 30% - 40% less of ASF resources - and rather quickly. It also proposes you to get rid of pull_request targets. You can also implement more optimizations by following the infra page I just got merged today when I described all kinds of optimizations with examples (and links to the Magpie SKILL that will help your agent to do those optimizations very quickly) : https://infra.apache.org/github-actions-optimization.html. Some of those optimizations are basic and simple - and the 30% - 40% optimisation is mostly driven by switching push "complete builds" to "scheduled" canary builds we use in Airflow for 2 years now - this is one single optimization that helps busy repos like ours a lot. And yes you **MUST** get rid of all pull_request_target workflow by the end of November as they will just **stop working** ASF infra will **not** enable it for the organisation. It's far too dangerous of a footgun.. You can also refer to another document I wrote - where I explained one of the ways you can replace pull_request_target with much safer workflow: https://infra.apache.org/github-actions-policy.html - see "Safer replacement for pull_request_target" and examples - again, taken from Magpie where I tested and perfected it. I am glad we are all working in the same direction. And I think it would benefit all of us if we share finding easler - and not in the form "You are using too much resources - fix it immediately" repeated 7 times in a day when we are pretty advanced in solving that very problem, documenting it for others to follow - and hack - even developing tools that others can use to make their life easier, BTW. I REALLY heartily invite everyone to use Magpie - the "repo-health" family of skills - which includes "workflow optimisation skill" - does all the analysis and prepares improvement proposals that you can ask the agent to do for you. HEARTILY RECOMMEND. J, —

…

Reply to this email directly, view it on GitHub <#25088?email_source=notifications&email_token=AAERMI7KX53VPBTG6EYKNZD5VPABNA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMZXGQ2DMNRYHE4KM4TFMFZW63VHNVSW45DJN5XKKZLWMVXHJLDGN5XXIZLSL5RWY2LDNM#issuecomment-6374466898>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AAERMI645RHIZOVJ7QWE5TL5VPABNAVCNFSNUABFKJSXA33TNF2G64TZHMZTKOBZGE3TGMJYHNEXG43VMU5TKMZYHE2DEMBQGY4KC5QC> . You are receiving this because you were mentioned. On Fri, Oct 23, 2026 at 11:01 PM Oleks V ***@***.***> wrote: *comphead* left a comment (apache/datafusion#25088) <#25088 (comment)> Thing that concerns me is https://docs.github.com/en/actions/reference/security/securely-using-pull_request_target#default-policy-for-pull_request_target that disables pull_request_target even on public repos, which I believe also applicable for contributor forks — Reply to this email directly, view it on GitHub <#25088?email_source=notifications&email_token=AAERMI4HECYIR7BYVY4MEWD5VPBIZA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMZXGQ3DIMZUGI42M4TFMFZW63VHNVSW45DJN5XKKZLWMVXHJLDGN5XXIZLSL5RWY2LDNM#issuecomment-6374643429>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AAERMI4FRWQ5YRLSCB5DQXL5VPBIZAVCNFSNUABFKJSXA33TNF2G64TZHMZTKOBZGE3TGMJYHNEXG43VMU5TKMZYHE2DEMBQGY4KC5QC> . You are receiving this because you were mentioned.Message ID: ***@***.***>

draft to migrate to workflow_run similar to what Apache Spark currently has #26683

draft to migrate to workflow_run similar to what Apache Spark currently

has #26683 <#26683> Yep. That is implementation of the design pattern from https://infra.apache.org/github-actions-policy.html I proposed :). I am happy it spreads organically :D J.

…

On Fri, Oct 23, 2026 at 11:25 PM Oleks V ***@***.***> wrote: *comphead* left a comment (apache/datafusion#25088) <#25088 (comment)> draft to migrate to workflow_run similar to what Apache Spark currently has #26683 <#26683> — Reply to this email directly, view it on GitHub <#25088?email_source=notifications&email_token=AAERMI2OLAPZMZXXY65ZGST5VPEGPA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMZXGUYDINRSGA32M4TFMFZW63VHNVSW45DJN5XKKZLWMVXHJLDGN5XXIZLSL5RWY2LDNM#issuecomment-6375046207>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/AAERMI2SZDPH3LTWNWQOORD5VPEGPAVCNFSNUABFKJSXA33TNF2G64TZHMZTKOBZGE3TGMJYHNEXG43VMU5TKMZYHE2DEMBQGY4KC5QC> . You are receiving this because you were mentioned.Message ID: ***@***.***>

And I just realised I missed one 0... We have 4000 contributors :D

…

On Fri, Oct 23, 2026 at 11:28 PM Jarek Potiuk ***@***.***> wrote: > draft to migrate to workflow_run similar to what Apache Spark currently has #26683 <#26683> Yep. That is implementation of the design pattern from https://infra.apache.org/github-actions-policy.html I proposed :). I am happy it spreads organically :D J. On Fri, Oct 23, 2026 at 11:25 PM Oleks V ***@***.***> wrote: > *comphead* left a comment (apache/datafusion#25088) > <#25088 (comment)> > > draft to migrate to workflow_run similar to what Apache Spark currently > has #26683 <#26683> > > — > Reply to this email directly, view it on GitHub > <#25088?email_source=notifications&email_token=AAERMI2OLAPZMZXXY65ZGST5VPEGPA5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTMMZXGUYDINRSGA32M4TFMFZW63VHNVSW45DJN5XKKZLWMVXHJLDGN5XXIZLSL5RWY2LDNM#issuecomment-6375046207>, > or unsubscribe > <https://github.com/notifications/unsubscribe-auth/AAERMI2SZDPH3LTWNWQOORD5VPEGPAVCNFSNUABFKJSXA33TNF2G64TZHMZTKOBZGE3TGMJYHNEXG43VMU5TKMZYHE2DEMBQGY4KC5QC> > . > You are receiving this because you were mentioned.Message ID: > ***@***.***> >

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blaginin commented on Sep 8, 2026

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