From 8512d1e0776cd854d4a0123db674fb5572ac1823 Mon Sep 17 00:00:00 2001 From: Dante Knowles Date: Tue, 1 Jul 2025 16:14:44 -0700 Subject: [PATCH] [BLOG] Compression Improves Everything Signed-off-by: Dante Knowles --- content/authors/dknowles.md | 8 ++ .../compressed.jpg | Bin 0 -> 68254 bytes .../index.md | 91 ++++++++++++++++++ .../uncompressed.jpg | Bin 0 -> 49768 bytes static/assets/media/authors/dknowles.jpeg | Bin 0 -> 36986 bytes 5 files changed, 99 insertions(+) create mode 100644 content/authors/dknowles.md create mode 100644 content/blog/2025-07-01-compression-improves-everything/compressed.jpg create mode 100644 content/blog/2025-07-01-compression-improves-everything/index.md create mode 100644 content/blog/2025-07-01-compression-improves-everything/uncompressed.jpg create mode 100644 static/assets/media/authors/dknowles.jpeg diff --git a/content/authors/dknowles.md b/content/authors/dknowles.md new file mode 100644 index 00000000..3e830b88 --- /dev/null +++ b/content/authors/dknowles.md @@ -0,0 +1,8 @@ +--- +title: Dante Knowles +extra: + photo: '/assets/media/authors/dknowles.jpeg' + github: xdk-amz +--- + +Dante Knowles is a software engineer at AWS. He enjoys working on highly-performant native code and especially anything involving multiple threads. 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Even an algorithm like Lz4 has a default compression ratio of **2.1**, reducing network data transfer requirements by that same factor. + +Hardware acceleration for compression is becoming increasingly common in modern CPUs and specialized chips, further tilting the balance in favor of compression as a performance optimization. What might have been computationally expensive a decade ago is now trivial, while bandwidth constraints remain significant, especially in mobile contexts. Though compression/decompression add processing overhead, this is practically negligible compared to network transfer time. The math is straightforward: if your compression ratio is **>2** and your compression/decompression operates at **>2x** your network transfer speed, there will be a decrease in overall transfer times for the client in addition to the storage cost savings. + +### Practical Example +In this example, we’ll demonstrate how a cache storing webpages can increase storage efficiency by **>4x** and increase client responsiveness. Consider a workload that caches generated webpages in Valkey. For this example, we’ll use a [Valkey blog post](https://valkey.io/blog/az-affinity-strategy/) as our sample webpage, ignoring the fact that it is static for the purpose of the example. Excluding assets, the HTML payload contains **~32KB** of data. Our example user is on a mobile device with a **6.25 MB/s** download speed, **1.25 MB/s** upload speed, and **30ms** network latency. Here is what our user’s latencies look like for uploading and retrieving the HTML payload: + +![Performance of uncompressed retrieval and upload for blog post](uncompressed.jpg) +We observe **55.6ms/35.12ms** upload/download times. Network latency represents the majority of the time spent in both cases. + +Here is the same scenario using Zstd compression with a pretrained dictionary. [Benchmarked speeds are based on an ARMv8 Cortex-A72 4-Core](https://openbenchmarking.org/test/pts/compress-zstd&eval=70652e33eea4a6199eeb3e6c8850b98a3e9d9fb7#metrics) (mobile CPU from 2016) and a compression ratio achieved by training a dictionary on all of the Valkey blogs except for the sample payload: + +![Performance of compressed retrieval and upload for blog post](compressed.jpg) + + +We now observe **36.4ms/31.26ms** upload/download times. Both cases observe speed increases, with upload times seeing a much more significant uptick in speed. Additionally, the cache only needs to store **7.6KB** instead of **32KB**, A **4.2x** reduction of the data as compared to the first case. This means that for the same cost, we are now able to store **>4x** as much data! + +### Use Cases +The example above was chosen for simplicity and to highlight the degree to which compression can benefit even low-spec device use cases, but it may not match your workload. Here are some other examples of use cases that still benefit from compression: + + +1. **User Preferences** + * If you are storing user preferences inside JSON objects, you can see compression ratios **>5** due to the large amount of redundancy in field names, formatting, and potential redundancy in the field values. +2. **Log Storage** + * Logs often include large amounts of redundancy in the timestamp formatting, repeated message patterns and log levels, and other forms of repeating data. +3. **JSON API Responses** + * This is another use case based on the high compressibility of JSON. If your API fetches a list of products or items based on a search query and you cache these responses, you will see large compression ratios that can reduce your storage costs by a factor of **5** or more. + +### Getting Started +If your application is a traditional web application that generates and serves cached content to end users, you can consider using something like the [Chromium Compression Streams API](https://developer.chrome.com/blog/compression-streams-api) to remove the need for an additional dependency in your application. You can compress and decompress data directly in your user’s browser with only a few additional lines of code. + +If your application instead runs as a server in the cloud or natively on a user’s mobile device, you can still easily include an off-the-shelf compression library like Zstd in only a few lines of code in a number of popular languages such as [C](https://github.com/facebook/zstd/blob/dev/examples/simple_compression.c), [Java](https://github.com/luben/zstd-jni), and [Python](https://pypi.org/project/zstd/). + +### Conclusion +If your caching system isn’t currently utilizing compression, you’re likely missing out on significant storage and network efficiency gains. By reducing the size of cached objects by some compression ratio C, more data can be stored in the same amount of memory, effectively increasing the cache’s capacity by a factor of C without additional cost. Smaller objects also reduce network bandwidth requirements, lowering data transfer volume and associated costs while reducing client download times. + +Implementing compression doesn’t require a complete system overhaul — it can be introduced incrementally. Many programming languages offer excellent compression libraries with simple APIs that can be integrated with minimal code changes. The evolution of hardware and software has shifted the calculus decidedly in favor of compression as a default strategy rather than a special optimization. + +For teams looking to maximize their Valkey investment, compression should be one of the first optimizations considered. 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