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Issue reporting and resolution process

This document explains the issue tracking and triage process within Apache Airflow including labels, milestones, and priorities as well as the process of resolving issues.

An unusual element of the Apache Airflow project is that you can open a PR to fix an issue or make an enhancement, without needing to open an issue first. This is intended to make it as easy as possible to contribute to the project.

Usually users are report Issues where they describe the issues they think are Airflow issues and should be solved. There are two kinds of issues:

  • Bugs - when the user thinks the reported issue is a bug in Airflow
  • Features - when there are small features that the user would like to see in Airflow

We have templates for both types of issues defined in Airflow.

However, important part of our issue reporting process are GitHub Discussions . Issues should represent clear, small feature requests or reproducible bugs which can/should be either implemented or fixed. Users are encouraged to open discussions rather than issues if there are no clear, reproducible steps, or when they have troubleshooting problems, and one of the important points of issue triaging is to determine if the issue reported should be rather a discussion. Converting an issue to a discussion while explaining the user why is an important part of triaging process.

Responding to issues/discussions (relatively) quickly

It is vital to provide rather quick feedback to issues and discussions opened by our users, so that they feel listened to rather than ignored. Even if the response is "we are not going to work on it because ...", or "converting this issue to discussion because ..." or "closing because it is a duplicate of #xxx", it is far more welcoming than leaving issues and discussions unanswered. Sometimes issues and discussions are answered by other users (and this is cool) but if an issue/discussion is not responded to for a few days or weeks, this gives an impression that the user was ignored and that the Airflow project is unwelcoming.

We strive to provide relatively quick responses to all such issues and discussions. Users should exercise patience while waiting for those (knowing that people might be busy, on vacations etc.) however they should not wait weeks until someone looks at their issues.

Issue Triage Team

While many of the issues can be responded to by other users and committers, the committer team is not big enough to handle all such requests and sometimes they are busy with implementing important Therefore, some people who are regularly contributing and helping other users and shown their deep interest in the project can be invited to join the triage team. the .asf.yaml file in the collaborators section.

Committers can invite people to become members of the triage team if they see that the users are already helping and responding to issues and when they see the users are involved regularly. But you can also ask to become a member of the team (on devlist) if you can show that you have done that and when you want to have more ways to help others.

The triage team members do not have committer privileges but they can assign, edit, and close issues and pull requests without having capabilities to merge the code. They can also convert issues into discussions and back. The expectation for the issue triage team is that they spend a bit of their time on those efforts. Triaging means not only assigning the labels but often responding to the issues and answering user concerns or if additional input is needed - tagging the committers or other community members who might be able to help provide more complete answers.

Being an active and helpful member of the "Issue Triage Team" is actually one of the paths towards becoming a committer. By actively helping the users, triaging the issues, responding to them and involving others (when needed) shows that you are not only willing to help our users and the community, but are also ready to learn about parts of the projects you are not actively contributing to - all of that are super valuable components of being eligible to become a committer.

If you are a member of the triage team and not able to make any commitment, it's best to ask to have yourself removed from the triage team.

BTW. Every committer is pretty much automatically part of the "Issue Triage Team" - so if you are committer, feel free to follow the process for every issue you stumble upon.

Actions that can be taken by the issue triager

There are several actions an issue triager might take:

  • Closing and issue with "invalid" label explaining why it is closed in case the issue is invalid. This should be accompanied by information that we can always re-open an issue if our understanding was wrong or if the user provides more information.
  • Converting an issue to a discussion, if it is not very likely it is an Airflow issue or when it is not responsible, or when it is a bigger feature proposal requiring discussion or when it's really users troubleshooting or when the issue description is not at all clear. This also involves inviting the user to a discussion if more information might change it.
  • Assigning the issue to a milestone, if the issue seems important enough that it should likely be looked at before the next release but there is not enough information or doubts on why and what can be fixed. Usually we assign to the the next bugfix release - then, no matter what the issue will be looked at by the release manager and it might trigger additional actions during the release preparation. This is usually followed by one of the actions below.
  • Fixing the issue in a PR if you see it is easy to fix. This is a great way also to learn and contribute to parts that you usually are not contributing to, and sometimes it is surprisingly easy.
  • Assigning "good first issue" label if an issue is clear but not important to be fixed immediately, This often lead to contributors picking up the issues when they are interested. This can be followed by assigning the user who comments "I want to work on this" in the issue (which is most welcome).
  • Asking the user for additional information if it is needed to perform further investigations. This should be accompanied by assigning pending response label so that we can clearly see the issues that need extra information.
  • Calling other people who might be knowledgeable in the area by @-mentioning them in a comment.
  • Assigning other labels to the issue as described below.

Labels

Since Apache Airflow uses "GitHub Issues" and "Github Discussions" as the issue tracking systems, the use of labels is extensive. Though issue labels tend to change over time based on components within the project, the majority of the ones listed below should stand the test of time.

The intention with the use of labels with the Apache Airflow project is that they should ideally be non-temporal in nature and primarily used to indicate the following elements:

Kind

The "kind" labels indicate "what kind of issue it is". The most commonly used "kind" labels are: bug, feature, documentation, or task.

Therefore, when reporting an issue, the label of kind:bug is to indicate a problem with the functionality, whereas the label of kind:feature is a desire to extend the functionality.

There has been discussion within the project about whether to separate the desire for "new features" from "enhancements to existing features", but in practice most "feature requests" are actually enhancement requests, so we decided to combine them both into kind:feature.

The kind:task is used to categorize issues which are identified elements of work to be done, primarily as part of a larger change to be done as part of an AIP or something which needs to be cleaned up in the project.

Issues of kind:documentation are for changes which need to be made to the documentation within the project.

Area

The "area" set of labels should indicate the component of the code referenced by the issue. At a high level, the biggest areas of the project are: Airflow Core and Airflow Providers, which are referenced by area:core and area:providers. This is especially important since these are now being released and versioned independently.

There are more detailed areas of the Core Airflow project such as Scheduler, Webserver, API, UI, Logging, and Kubernetes, which are all conceptually under the "Airflow Core" area of the project.

Similarly within Airflow Providers, the larger providers such as Apache, AWS, Azure, and Google who have many hooks and operators within them, have labels directly associated with them such as provider:Apache, provider:AWS, provider:Azure, and provider:Google.

These make it easier for developers working on a single provider to track issues for that provider.

Some provider labels may couple several providers for example: provider:Protocols

Most issues need a combination of "kind" and "area" labels to be actionable. For example:

  • Feature request for an additional API would have kind:feature and area:API
  • Bug report on the User Interface would have kind:bug and area:UI
  • Documentation request on the Kubernetes Executor, would have kind:documentation and area:kubernetes

Response to issues

Once an issue has been created on the Airflow project, someone from the Airflow team or the Airflow community typically responds to this issue. This response can have multiple elements.

Priority

After significant discussion about the different priority schemes currently being used across various projects, we decided to use a priority scheme based on the Kubernetes project, since the team felt it was easier for people to understand.

Therefore, the priority labels used are:

  • priority:critical: Showstopper bug that should be resolved immediately and a patch issued as soon as possible. Typically, this is because it affects most users and would take down production systems.
  • priority:high: A high priority bug that affects many users and should be resolved quickly, but can wait for the next scheduled patch release.
  • priority:medium: A bug that should be fixed before the next release, but would not block a release if found during the release process.
  • priority:low: A bug with a simple workaround or a nuisance that does not stop mainstream functionality.

It's important to use priority labels effectively so we can triage incoming issues appropriately and make sure that when we release a new version of Airflow, we can ship a release confident that there are no "production blocker" issues in it.

This applies to both Core Airflow as well as the Airflow Providers. With the separation of the Providers release from Core Airflow, a priority:critical bug in a single provider could trigger an unplanned patch release of the Airflow Providers.

Milestones

The key temporal element in the issue triage process is the concept of milestones. This is critical for release management purposes and will be used represent upcoming release targets.

Issues currently being resolved will get assigned to one of the upcoming releases. For example a feature request may be targeted for the next feature release milestone such as 2.x, where a bug may be targeted for the next patch release milestone such as 2.x.y.

In the interest of being precise, when an issue is tagged with a milestone, it represents that it will be considered for that release, not that it is committed to a release. Once a PR is created to fix that issue and when that PR is tagged with a milestone, it implies that the PR is intended to released in that milestone.

Please note that Airflow Core and Airflow Providers are now released and versioned separately. The use of milestones as described above is directed towards Airflow Core releases.

Transient Labels

Sometimes, there is more information needed to either understand the issue or to be able to reproduce the issue. Typically, this may require a response to the issue creator asking for more information, with the issue then being tagged with the label pending-response. Also, during this stage, additional labels may be added to the issue to help classification and triage, such as affected_version and area.

Some issues may need a detailed review by one of the core committers of the project and this could be tagged with a needs:triage label.

Good First Issue

Issues which are relatively straight forward to solve, will be tagged with the good first issue label.

The intention here is to galvanize contributions from new and inexperienced contributors who are looking to contribute to the project. This has been successful in other open source projects and early signs are that this has been helpful in the Airflow project as well.

Ideally, these issues only require one or two files to be changed. The intention here is that incremental changes to existing files are a lot easier for a new contributor as compared to adding something completely new.

Another possibility here is to add "how to fix" in the comments of such issues, so that new contributors have a running start when then pick up these issues.

Timeliness

For the sake of quick responses, the general "soft" rule within the Airflow project is that if there is no assignee, anyone can take an issue to solve.

However, this depends on timely resolution of the issue by the assignee. The expectation is as follows:

  • If there is no activity on the issue for 2 weeks, the assignee will be reminded about the issue and asked if they are still working on it.
  • If there is no activity even after 1 more week, the issue will be unassigned, so that someone else can pick it up and work on it.

There is a similar process when additional information is requested from the issue creator. After the pending-response label has been assigned, if there is no further information for a period of 1 month, the issue will be automatically closed.

Invalidity

At times issues are marked as invalid and later closed because of one of the following situations:

  • The issue is a duplicate of an already reported issue. In such cases, the latter issue is marked as duplicate.
  • Despite attempts to reproduce the issue to resolve it, the issue cannot be reproduced by the Airflow team based on the given information. In such cases, the issue is marked as Can't Reproduce.
  • In some cases, the original creator realizes that the issue was incorrectly reported and then marks it as invalid. Also, a committer could mark it as invalid if the issue being reported is for an unsupported operation or environment.
  • In some cases, the issue may be legitimate, but may not be addressed in the short to medium term based on current project priorities or because this will be irrelevant because of an upcoming change. The committer could mark this as wontfix to set expectations that it won't be directly addressed in the near term.

GitHub Discussions

Issues should represent clear feature requests which can/should be implemented. If the idea is vague or can be solved with easier steps we normally convert such issues to discussions in the Ideas category. Issues that seems more like support requests are also converted to discussions in the Q&A category. We use judgment about which Issues to convert to discussions, it's best to always clarify with a comment why the issue is being converted. Note that we can always convert discussions back to issues.