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(Using Case Studies to Strengthen Oversight Practices)

Intended audience: IPMC members, Incubator mentors, and ASF participants involved in evaluating or supporting podling communities.

Introduction
This guide was developed within the Apache Incubator as an internal learning resource to help the Incubator Project Management Committee (IPMC) and mentors reflect on patterns observed across past podlings.
It is not an audit or assessment of individual projects but a tool to strengthen future oversight and mentoring through shared lessons.

By analysing where the IPMC acted early, responded late, or could have recognised signals sooner, the Incubator aims to continuously improve its role in supporting healthy communities and upholding ASF governance standards.

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Purpose

The guide supports the IPMC’s continuous improvement by identifying patterns of oversight that have influenced podling outcomes. It draws on verified public information to help mentors and reviewers recognise early signs of strength or risk in community development.

The examples and patterns below are drawn from the Incubator Case Studies collection, which summarises public ASF information across a range of historical podlings. Not every successful or retired podling is included; the cases presented reflect those documented in the collection and were chosen for their illustrative value, rather than to provide a comprehensive list of outcomes.

The goal is to reinforce timely, transparent, and practical support across all stages of incubation.

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How to Use This Guide

Use these patterns as reference points when reviewing reports, mentoring podlings, or participating in graduation discussions. They are not checklists or rules but conversation starters for recognising early signals, supporting timely engagement, and maintaining ASF’s governance standards.

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1. Acting Early

Projects in this group benefited from early mentor engagement and active guidance from the IPMC guidance. They demonstrate that incubation is often most effective when ASF processes and communication norms are embedded established from the startoutset.

Examples: Pinot Flink, FlinkNiFi, IcebergKylin, Airflow, NetBeans, ECharts, Hadoop, Cassandra, Kafka, Pulsar, APISIX, IoTDB, Spark, Storm, Druid, Parquet, Arrow, NiFi, KylinStorm, APISIX.

Early positive indicators:

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Lesson: Early and consistent mentoring strengthens ASF culture, accelerates graduation, and builds durable community habits.

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Recognised but

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Delayed Action

In these examples, the IPMC or mentors recognised identified issues but did not act promptly or persistently enough. Delayed intervention responded or sustained intervention more slowly than ideal. Delays allowed stagnation or weak engagement to continue longer than necessarypersist beyond the point of easy recovery.

Examples: Wave, Superset, Blur.

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• Diversity and sustainability concerns appeared in multiple reports before escalation.
• Release or communication issues persisted across several reporting cycles.
• Mentor observations were noted but not reinforced through timely IPMC action or follow-up.

Lesson: Awareness must lead to visible and timely engagement. Prompt, supportive intervention action prevents repeated cycles of low activity or uncertainty.

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3. Missing Early Signals

These cases show cases illustrate instances where cultural or governance misalignment remained uncorrected until laterwas not addressed early in the incubation process. Strong technical output sometimes masked deeper structural challenges that limited long-term sustainability.
These examples describe past incubation  stages  and of incubation and do not reflect the current state of the projects. They illustrate common patterns rather than project-specific causes.

Examples: MXNet, Zipkin, Trafodion.

MXNet

Originally developed at the University of Washington and later supported heavily by AWS.
The IPMC noted the concentration of contributors within one organisation and encouraged broader participation.
Although the project achieved technical success and multiple releases, diversity remained limited throughout graduation, and activity later declined, ultimately leading to its retirement.

IPMC reflection: Sustained concentration within a single organisation can appear stable in the short-term but signals long-term fragility. Diversification and cross-company participation should be reinforced earlyare most effective when reinforced from an early stage.

Zipkin

Entered the Incubator with an existing ecosystem under the OpenZipkin GitHub organisation.
While the community produced releases, most development and discussion continued on external infrastructure and instant messaging channels rather than ASF mailing lists.

The IPMC repeatedly discussed alignment repeatedly, but cultural differences differing communication practices persisted, and the community eventually voted to withdraw and continue development outside the ASF.

IPMC reflection: When communication and infrastructure remain outside ASF norms, it indicates limited governance alignment. Early evaluation of cultural fit helps prevent prolonged incubation without integration.

Trafodion

Donated by HP as an SQL on HBase database. The project met the release and process requirements and graduated successfully; however, contributor diversity remained limited, and activity later declined, ultimately leading to retirement.

IPMC reflection: Graduation criteria should include signs of ongoing contributor renewal and independence, rather than just not only procedural completion.

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The IPMC can use this reflection model to strengthen oversight in practice.

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Outcome

By transforming turning historical cases into structured learning, the IPMC fosters develops institutional awareness of the characteristics of what effective oversight entails. This strengthens mentoring, improves the quality of graduationsgraduation, and ensures the consistent application of the ASF values of : transparency, collaboration, and self-governance. In doing so, the Incubator not only supports individual podlings but also contributes to the ASF’s broader ability to sustain healthy, self-directed communities across generations of projects.

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5. Mentor Actions and Early Signals

(Practical Application for Mentors)

While this guide focuses on IPMC oversight, the same patterns apply to day-to-day mentoring. Mentors are often the first to notice early signals, and their responses can determine whether a podling strengthens or stalls.

The following practices translate oversight lessons into everyday mentoring habits.

Acting Early: Positive Mentor Habits

• Model ASF communication: Ensure that all substantive decisions and technical discussions occur happen on the dev@ list , rather than in private or external channels.
• Encourage shared responsibility: Help rotate release managers, reviewers, and vote initiators early to build resilience.
• Promote transparency: Summarise Ensure outcomes from GitHub or chat discussions are summarised on the public mailing list.
• Acknowledge progress: Publicly recognise Recognise ASF-compliant releases and new contributors publicly to reinforce community engagement.

Recognising but Delaying Action: Correcting the Pattern

• Raise patterns, not people: If Focus discussion on recurring issues arise rather than individuals (for example, reliance on a single one company or slow releases), surface them neutrally on the list.
• Document concerns: Use quarterly reports to record observed risks or progress; this helps the IPMC identify broader trends.
• Ask for help early: If mentor consensus or capacity is limited, open a short incubator-general thread for guidance rather than waiting.

Missing Early Signals: Avoiding Oversight Gaps

• Check communication scope: Are major discussions or decisions occurring outside the off ASF infrastructure (e.g.for example, Slack, private messaging, or corporate tools)?
• Watch community balance: Is one company or individual driving the majority of most releases, decisions, or branding?
• Support contributor growth: Identify and encourage new committers or PPMC members to participate in votes and discussions.
• Escalate thoughtfully: When alignment with the ASF process or culture remains unclear after guidance, raise the issue on incubator-general for wider IPMC visibility.

Takeaway for mentors:
Timely communication, visible documentation, and early, transparent discussion are the most effective ways to prevent minor small issues from becoming long-term risks.
Proactive mentoring helps podlings internalise ASF culture and reduces the need for later IPMC intervention.

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7. Reflecting on Oversight Challenges

Occasionally, the IPMC or mentors have faced situations where issues were detected too late or not fully understood during the incubation process.
These examples show highlight how trust, communication, and verification must work in tandem for effective oversight.

Typical scenarios (generalised for focus on lessons):

• A podling whose reports initially appeared healthy , but later revealed while deeper issues emerged later, highlighting revealing a gap between reported and actual community activity.
• A community that faced early branding and or influence concerns, which were eventually resolved , internally but not clearly disclosed in its reports. These omissions were discovered during graduation review and contributed to a delay in approval, delaying graduation approval once discovered.
• A small team that released repeatedly released without alignment with the a full ASF process or IPMC review alignment.
• A community where the complexity of IP clearance and governance was underestimated.
• A podling that showed strong external activity but limited independent contributor diversity.
• A community that graduated successfully but later struggled with renewal and ongoing participationto sustain participation and renewal.

Common factors:

• Reports that appeared optimistic positive but lacked verifiable evidence of ASF-style community health.
• Mentor 's silence or disengagement allowed misalignment to continue.
• Overreliance on reported progress or surface metrics instead of verifying public discussion and decision-making.
• Graduation or continuation decisions are based more on the process completion of the process than on achieving sustainable independence.

Additional observation:
Several past podlings and projects also declined when a primary corporate sponsor redirected staff or resources to other initiatives. While such changes are outside ASF's control, they highlight the importance of nurturing independent contributors and ensuring no single organisation is essential to a project's continuity.

IPMC reflection:
Trust is essential, but it must be complemented by periodic verification. Cross-checking mailing - list participation, release activity, and contributor diversity helps identify gaps early. When signals are unclear, discussion should begin openly on the podling’s dev@ list. If , and if issues persist or require broader input, they should be raised transparently on incubator-general for wider guidance.

Lesson:
Reflection Reflecting on these challenges helps the IPMC strengthen its processes oversight and mentor support mentors more effectivelypractices. By treating occasional missteps as opportunities for improvement, the Incubator reinforces transparency, accountability, and trust throughout the ASF.

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8. Graduation Deferrals and Lessons

While most podlings graduate on their first proposal, several have experienced had their graduation discussions deferred or repeated discussions about graduation. These cases illustrate how the IPMC balances encouragement with due diligence and help define what “readiness” "readiness" truly means under within the ASF culture.

Examples include:

• Podlings that proposed graduation early but improved significantly after strengthening their governance and diversity.
• Communities that refined their contributor models and succeeded after a delayed proposal.
• Others graduated when where graduation was postponed until branding and independence were demonstrably clearly established.
• Podlings that remained in incubation longer due to slow but steady progress by small volunteer teams.
• A few that were eventually retired after repeated deferrals and prolonged inactivity.

Common reasons for delay:

• Community size is too small to sustain governance after graduation.
• Limited participation beyond a single company or institution.
• Branding, independence, or process issues were identified late in review.
• Incomplete or overly optimistic reporting of community maturity.

IPMC reflection:
Deferring graduation is not a failure -; it is a safeguard. When handled Handled transparently and constructively, a delay gives provides podlings the time to mature their governance, diversify participation, and address unreported unresolved issues. The IPMC’s willingness to ask By asking difficult questions and encouraging measured progress, the IPMC protects both the project project’s future and the ASF’s long-term reputation.

Lesson:
Graduation should confirm a community’s independence and resilience, not just procedural completion.
Many of the ASF’s most stable and successful TLPs initially benefited from constructive graduation delays, which allowed for stronger governance and community development.

Thoughtful process compliance. Well-timed deferrals demonstrate that oversight works is working as intended, ensuring that new TLPs embody the transparency and self-governance at the heart of the Apache Way.

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Graduation Handoff and Transition

Graduation marks a transition , not an endpoint. Newly established TLPs sometimes encounter early challenges in board reporting, governance continuity, or branding compliance. The IPMC can assist by maintaining light, respectful contact with mentors or new PMC chairs for the first few months after graduation, ensuring continuity and confidence in ASF processes. This cooperative follow-up strengthens trust between the Incubator, the Board, and emerging communitiesto full project autonomy. Once a podling becomes a TLP, IPMC oversight ends. In many cases, one or more former mentors also join the new PMC and continue helping as PMC participants. This ensures a smooth transition while clearly indicating that responsibility rests entirely with the new PMC.

New PMCs should remain mindful that turnover can affect continuity and alignment with ASF culture. When active members step back, consciously reinforcing transparency, collaboration, and shared responsibility helps preserve the values established during incubation and sustain long-term community health.

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Note: This guide summarises historical information from draws on ASF public sources information for shared learning. Through reflection and training purposes onlyon experience, the IPMC helps sustain ASF culture and the long-term health of its communities.