Uploaded image for project: 'Cassandra'
  1. Cassandra
  2. CASSANDRA-14145

Detecting data resurrection during read

    XMLWordPrintableJSON

Details

    Description

      We have seen several bugs in which deleted data gets resurrected. We should try to see if we can detect this on the read path and possibly fix it. Here are a few examples which brought back data

      A replica lost an sstable on startup which caused one replica to lose the tombstone and not the data. This tombstone was past gc grace which means this could resurrect data. We can detect such invalid states by looking at other replicas.

      If we are running incremental repair, Cassandra will keep repaired and non-repaired data separate. Every-time incremental repair will run, it will move the data from non-repaired to repaired. Repaired data across all replicas should be 100% consistent.

      Here is an example of how we can detect and mitigate the issue in most cases.
      Say we have 3 machines, A,B and C. All these machines will have data split b/w repaired and non-repaired.
      1. Machine A due to some bug bring backs data D. This data D is in repaired dataset. All other replicas will have data D and tombstone T
      2. Read for data D comes from application which involve replicas A and B. The data being read involves data which is in repaired state. A will respond back to co-ordinator with data D and B will send nothing as tombstone is past gc grace. This will cause digest mismatch.
      3. This patch will only kick in when there is a digest mismatch. Co-ordinator will ask both replicas to send back all data like we do today but with this patch, replicas will respond back what data it is returning is coming from repaired vs non-repaired. If data coming from repaired does not match, we know there is a something wrong!! At this time, co-ordinator cannot determine if replica A has resurrected some data or replica B has lost some data. We can still log error in the logs saying we hit an invalid state.
      4. Besides the log, we can take this further and even correct the response to the query. After logging an invalid state, we can ask replica A and B (and also C if alive) to send back all data for this including gcable tombstones. If any machine returns a tombstone which is after this data, we know we cannot return this data. This way we can avoid returning data which has been deleted.

      Some Challenges with this
      1. When data will be moved from non-repaired to repaired, there could be a race here. We can look at which incremental repairs have promoted things on which replica to avoid false positives.
      2. If the third replica is down and live replica does not have any tombstone, we wont be able to break the tie in deciding whether data was actually deleted or resurrected.
      3. If the read is for latest data only, we wont be able to detect it as the read will be served from non-repaired data.
      4. If the replica where we lose a tombstone is the last replica to compact the tombstone, we wont be able to decide if data is coming back or rest of the replicas has lost that data. But we will still detect something is wrong.
      5. We wont affect 99.9% of the read queries as we only do extra work during digest mismatch.
      6. CL.ONE reads will not be able to detect this.

      Attachments

        Issue Links

          Activity

            People

              samt Sam Tunnicliffe
              kohlisankalp Sankalp Kohli
              Sam Tunnicliffe
              Jordan West, Marcus Eriksson
              Votes:
              0 Vote for this issue
              Watchers:
              18 Start watching this issue

              Dates

                Created:
                Updated:
                Resolved: