GDPR: Support deletions of records on all versions of Hudi dataset
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説明
Incremental Pull should also stop returning the record on historical datset when we delete them from latest snapshot.
Context from Mailing list email :
Hello,
I am Siva's colleague and I am working on the problem below as well.
I would like to describe what we are trying to achieve with Hudi as well as our current way of working and our GDPR and "Right To Be Forgotten " compliance policies.
Our requirements :
- We wish to apply a strict interpretation of the RTBF. In other words, when we remove a person's data, it should be throughout the historical data and not just the latest snapshot.
- We wish to use Hudi to reduce our storage requirements using upserts and don't want to have duplicates between commits.
- We wish to retain history for persons who have not requested to be forgotten and therefore we do not want to delete commit files from the history as some have proposed.
We have tried a couple of solutions, but so far without success :
- replay the data omitting the data of the persons who have requested to be forgotten. We wanted to manipulate the commit times to rebuild the history.
We found that we couldn't manipulate the commit times and retain the history.
- replay the data omitting the data of the persons who have requested to be forgotten, but writing to a date-based partition folder using the "partitionpath" parameter.
We found that commits using upserts between the partitionpath folders, do not ignore data that is unchanged between 2 commit dates as when using the default commit file system, so we will not save on our storage or speed up our processing using this technique.
So basically we would like to find a way to apply a strict RTBF, GDPR, maintain history and time-travel (large history) and save storage space using Hudi.
Can anyone see a way to achieve this?
Kind Regards,
David Rosalia
## JIRA info
- Link: https://issues.apache.org/jira/browse/HUDI-1212
- Type: Improvement
- Affects version(s):
- 0.9.0
コントリビューションガイド
このリポジトリのコントリビューションガイドは索引されていません
調査の方向性
この issue には、ソースファイル、テスト、コードのエントリーポイントが記載されていません。まず、履歴データセットに対する Hudi の増分取得の動作を追跡し、最新の Snapshot からの削除がどのように表現されるかを明確にしてください。履歴データ全体にわたって削除されたレコードが返されず、無関係な履歴と Time-Travel は引き続き利用できれば完了です。
索引モデルが issue の本文から書いたものです。
評価
- 技術スタック
- java
- 領域
- data-engineering
- issue の種類
- 機能追加
- 難易度
- 5/5
- 見積もり時間
- 1週間以上
- 活発さ
- 停滞
- 明瞭さ
- 説明が足りない
- 初心者へのやさしさ
- 25/100