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@@ -91,7 +91,7 @@ Replication can also help improve performance. We discuss replication in [Chapte
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These are separate mechanisms, but they often go hand in hand, as illustrated in [Figure II-1](#fig_replication_partitioning).
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{{< figure src="/fig/ddia_08.png" id="fig_replication_partitioning" caption="*Figure II-1. A database split into two partitions, with two replicas per partition." class="w-full my-4" >}}
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{{< figure src="/v1/ddia_08.png" id="fig_replication_partitioning" caption="*Figure II-1. A database split into two partitions, with two replicas per partition." class="w-full my-4" >}}
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With an understanding of those concepts, we can discuss the difficult trade-offs that you need to make in a distributed system.
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We’ll discuss *transactions* in [Chapter 8](/en/ch8), as that will help you understand all the many things that can go wrong in a data system, and what you can do about them.
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