apache/iceberg-go - Open Source PR Review Scorecard

Apache Iceberg - Go

C-Rank Grade: A (Welcoming) - 68/100

External PR Merge Rate: 81%

Response Time: 1d

First Timer Success: 86%

Frequently Asked Questions

Is apache/iceberg-go welcoming to first-time open-source contributors?

apache/iceberg-go has a recorded first-timer success rate of 86.1%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.

How fast can I expect code review feedback on my pull request?

Maintainers in apache/iceberg-go respond to incoming external pull requests in approximately 31.0 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 68.0 C-Rank™ score (A Tier) represent?

The C-Rank™ system evaluates GitHub projects on a 0–100 scale using real data: PR merge rates, review turnaround time, active maintainer presence, and first-time contributor success. A score of 68.0 places apache/iceberg-go in the A tier.

What is the external contributor pull request merge rate for apache/iceberg-go?

The external contributor pull request merge rate for apache/iceberg-go is 80.7%, based on public PR activity from non-core contributors.

Are there Good First Issues available in apache/iceberg-go?

apache/iceberg-go currently has 1 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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apache/iceberg-go

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Active (30d)A•Welcoming(68/100)Go

Apache Iceberg - Go

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AI Maintainer Review Guidelines

Review Persona

Strict Quality Architect

Warmth Score
6.7/10
Patience Score
7.3/10
Nitpick Rate
41%

Rigorous architecture standards (63% critical review signals). Ensure PRs strictly follow guidelines before requesting review in apache/iceberg-go.

Top PR Submission Do's

  • •Add unit tests with >80% coverage for modified code paths
  • •Run repository linter and code formatters locally before pushing
  • •Link relevant GitHub issue ID in PR description pre-flight checklist

Top PR Friction Pitfalls (Don'ts)

  • •Do not submit unlinked PRs without referencing an existing issue
  • •Do not mix refactoring and feature logic into a single commit
  • •Do not ping maintainers repeatedly within 24 hours of opening
Response Velocity
1 days+
Standard maintainer review cycle

Average Response Latency

Tracks hours until a maintainer leaves a review, comment, or PR response.

Merge Efficiency
80.7%
High acceptance rate for external PRs

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
86.1%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
39 core
Highly collaborative maintainer core
Diagnostic Health HUD
80.7%
Merge Gauge
86.1%
1st-Timer
Community Vibe65/100

Embed C-Rank Badge

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GetMerged C-Rank badge for apache/iceberg-go
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Active Good First Issues (2)

View on GitHub

The iceberg CLI picks its Output from --output with a switch over text and json; the default arm calls log.Fatal("unimplemented output type"). That aborts with a bare message and bypasses the graceful, --output-aware error handling the rest of main uses for bad input. Replace the log.Fatal with a clear error that names the unsupported value and lists the supported output types (text, json), then exit non-zero the same way the surrounding pre-catalog validation does (the subcommand checks and the DynamoDB "not implemented" path just below it). Tests: if there is a testable seam around arg handling, assert that an unrecognized --output surfaces the supported-types error instead of aborting.

📅 Opened Sep 30, 2026💬 1 comment
Quality: 50/100Contribute

Parent: #830 After PR #934, snapshotProducer.commit() appends a validate closure to txn.validators for every producer, including fastAppendFiles and mergeAppendFiles whose validate() is a deliberate no-op. Long transactions (multi-step Append + Overwrite chains) accumulate O(N) no-op closures, all of which run at final doCommit. Cheap per call, but wasteful and noisy in profiles. Add a small interface method to producerImpl, something like needsValidation() bool. Default to true; have fastAppendFiles and mergeAppendFiles return false. Skip the validator registration in snapshotProducer.commit() when needsValidation() is false. The no-op validate methods can stay as belt-and-suspenders or be removed once the registration is gated. Lock the behavior with a small unit test that asserts a fast-append commit leaves txn.validators empty. Flagged as a smell in #928's round-1 review and deferred — landing it now makes the validator slice trustworthy as a registration surface.

📅 Opened May 5, 2026💬 5 comments
Quality: 40/100Contribute
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Contributor Compatibility & Review Speed Analysis for apache/iceberg-go

When evaluating whether to contribute to apache/iceberg-go, response velocity and maintainer engagement are crucial. GetMerged continuously tracks pull request trajectories, first-comment latency, and code review rounds to help developers avoid submitting pull requests to backlogged repositories.

Currently, maintainers of apache/iceberg-go acknowledge new external contributions in approximately 1 days+. Out of all submitted pull requests from non-core authors in the last 180-day window, 80.7% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to apache/iceberg-go

01

Is apache/iceberg-go welcoming to first-time open-source contributors?

apache/iceberg-go has a recorded first-timer success rate of 86.1%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.

02

How fast can I expect code review feedback on my pull request?

The initial maintainer response time averages ~1 days+. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 68.0 C-Rank™ score represent?

The C-Rank™ index scores repositories on a 0 to 100 scale using an objective formula: external PR merge rates, initial response speed, active maintainer count, and first-time contributor retention. A score of 68.0 places apache/iceberg-go in the Welcoming tier.

04

What is the external contributor pull request merge rate for apache/iceberg-go?

The external pull request merge rate is 80.7%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.

05

Are there beginner Good First Issues open in apache/iceberg-go?

Yes, apache/iceberg-go currently has 1 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.

GetMerged C-Rank™ Indexing Standard

All metrics displayed for apache/iceberg-go are automatically retrieved via the public GitHub API and recalculated daily. Insider pull requests submitted by repository owners or organization members are excluded from merge rate calculations to preserve objective external contributor statistics.