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001 Ai Topological Sort

116-durability

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Decoding Durability - The D in ACID

Source: https://arpitbhayani.me/blogs/durability Date: 2021-07-19

Explore database durability, the "D" in ACID. Learn how databases ensure data survives failures & the role of transaction logs.

After discussing the “A”, the “C”, and the “I”, it is time to take a look at the “D” of ACID - Durability.

Durability seems to be a taken-for-granted requirement, but to be honest, it is the most important one. Let’s deep dive and find why it is so important? How do databases achieve durability in the midst of thousands of concurrent transactions? And how to achieve durability in a distributed setting?

001-ai-topological-sort.md
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002 Temporal Primer
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003 Rag Production
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004 Structure Of Llm Chat
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005 How Llms Work
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006 Monolith Is Distributed System
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007 Defensive Databases
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008 Bm25
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009 Join Algorithms
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010 Venting At Work
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011 Half Life
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012 Multi Paxos
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013 Mysql Replication Internals
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014 Bloom Filters
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016 Kafka Partitions
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017 Product Quantization
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018 Qkv Matrices
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019 Deleted Production
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020 How Llm Inference Works
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021 Blocking Queues
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022 Heartbeats In Distributed Systems
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024 Redis Replication
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034 Why Consensus
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035 Database Deadlocks
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036 Cpu Cache Locality
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037 Eventual Consistency
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038 Dns Udp Tcp
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039 Masters
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040 Empathy Makes Great Engineers Unstoppable
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041 Good Mentors Build People
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115 Master Replica Replication
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116 Durability
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117 Isolation
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119 Consistency
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What is Durability?

In the context of Database, Durability ensures that once the transactions commit, the changes survive any outages, crashes, and failures, which means any writes that have gone through as part of the successful transaction should never abruptly vanish.

This is exactly why Durability is one of the essential qualities of any database, as it ensures zero data loss of any transactional data under any circumstance.

A typical example of this is your purchase order placed on Amazon, which should continue to exist and remain unaffected even after their database faced an outage. So, to ensure something outlives a crash, it has to be stored in non-volatile storage like a Disk; and this forms the core idea of durability.

How do databases achieve durability?

The most fundamental way to achieve durability is by using a fast transactional log. The changes to be made on the actual data are first flushed on a separate transactional log, and then the actual update is made.

This flushed transactional log enables us to reprocess and replay the transaction during database reboot and reconstruct the system’s state to the one that it was in right before the failure occurred - typically the last consistent state of the database. The write to a transaction log is made fast by keeping the file append-only and thus minimizing the disk seeks.

Durability in ACID

Durability in a distributed setting

If the database is distributed, it supports Distributed Transactions, ensuring durability becomes even more important and trickier to handle. In such a setting, the participating database servers coordinate before the commit using a Two-Phase Commit Protocol.

The distributed computation is converged into a step-by-step process where the coordinator communicates the commit to all the participants, waits for all acknowledgments, and then further communicates the commit or rollback. This entire process is split into two phases - Prepare and Commit.

References

  • ACID - Wikipedia
  • Durability - Wikipedia
  • Two-phase commit protocol
  • ACID Explained - BMC