Z- ordering Databricks
Z- ordering Databricks
Z-ordering in Databricks (specifically within Delta Lake) is a technique to optimize data layout for faster query performance. It co-locates related information within the same set of files, leveraging the data-skipping capabilities of Delta Lake to drastically reduce the amount of data that needs to be read during queries.
How it Works
- Co-locality: Z-ordering rearranges data so that values from frequently filtered columns are stored together. This enables Delta Lake to skip entire files that don’t contain the values relevant to a query.
- Data Skipping: Delta Lake automatically utilizes this co-locality when executing queries, dramatically reducing the amount of data scanned and leading to faster results.
When to Use Z-ordering
Z-ordering is particularly beneficial when:
- High Cardinality Columns: The column you frequently filter on has a large number of distinct values (e.g., customer IDs, product IDs).
- Predictable Filters: You know which columns are commonly used in filtering predicates.
- Large Tables: Z-ordering has the biggest impact on large tables where data skipping can lead to substantial performance gains.
How to Z-order
You can Z-order a Delta table using the following syntax:
OPTIMIZE table_name
ZORDER BY (column1, column2, ...)
Important Considerations
- Z-ordering is not idempotent, meaning multiple runs on the same data might not produce the same result. However, it is designed to be incremental, so re-ordering on unchanged data has minimal overhead.
- The effectiveness of Z-ordering decreases with each additional column specified. Focus on the most important columns for filtering.
- Z-ordering incurs a cost as it involves rewriting data files. Evaluate the trade-off between this cost and the potential performance gains.
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