Data Compression

File Formats

gzip

gzip - pros and cons

  • Pros

    • Fast compression and decompression speeds, ideal when spped matters
    • Widely supported
  • Cons

    • Lower compression ratio than bzip2
    • Not splittable

bzip2

bzip2 - pros and cons

  • Pros

    • Higher compression ratio than gzip, particularly with large files, ideal when space matters
    • Splittable
  • Cons

    • Slower than gzip, especially on decompression.
    • Consumes more CPU and memory

lz4

Wikipedia - LZ4 (compression algorithm) (opens in a new tab)

lz4 - pros and cons

  • Pros

    • Very fast compression and decompression speeds, compression speed is similar to lzo, and decompression speed is significantly faster than lzo
    • Splittable
  • Cons

    • Less compression than gzip and bzip2

lzo

Wikipedia - Lempel–Ziv–Oberhumer (LZO) (opens in a new tab)

lzo - pros and cons

  • Pros

    • Higher compression speed compared to DEFLATE compression
    • Very fast decompression
    • Allows the user to adjust the balance between compression ratio and compression speed, without affecting the speed of decompression
    • Produces files slightly larger than gzip while only requiring a tenth of the CPU use and only slightly higher memory utilization.
    • Splittable
  • Cons

    • Lower compression ratio than gzip and bzip2

Snappy

Wikipedia - Snappy (compression) (opens in a new tab)

Snappy - pros and cons

  • Pros

    • Very fast compression and decompression speeds
    • Widely used in Big Data
    • Default compression format for Parquet files
  • Cons

    • Compression ratio is 20–100% lower than gzip
    • Not splittable

xz

Wikipedia - XZ Utils (opens in a new tab)

xz - pros and cons

  • Pros

    • Higher compression rates than alternatives like gzip and bzip2, particularly for very large files.
    • Higher decompression speed than bzip2
    • Splittable
  • Cons

    • Slowest
    • Most resource-intensive
    • Lower decompression speed than gzip
    • Compression can be much slower than gzip, and is slower than bzip2 for high levels of compression

Use cases

  • gzip

    Use when speed is crucial, and moderate compression is acceptable. Ideal for log files and scripts.

  • bzip2

    Suited for compressing large text files or when a balance between speed and compression is needed.

  • xz

    Best for archiving large datasets or software distributions where compression ratio matters the most.