Cannot access field in Big Query with type ARRAY>
Whenever there's an array of structs in BigQuery terrorizing your peace, UNNEST()
is your superhero. It expands the array and makes dot notation your magic wand:
Just like that, UNNEST()
turns your scary hits
array into an orderly table-like line, enabling extraction of hitNumber
, time
, and hour
.
Mastering arrays and structs manipulation
Delving into array and struct manipulation in BigQuery is like going on an adventure. Here's your backpack of knowledge:
Flattening arrays into simple rows
Consider UNNEST()
your flattening hammer. It crushes your array into a set of rows. You can then directly reference your aliased struct fields like a boss:
Managing nested arrays
Arrays can be nasty if they contain nested arrays. Multiple unnesting operations might be the way, but beware of cartesian joins- they could blow your result sets out of proportion.
Null handling during array expansion
Unnesting sometimes could be ruthless, it omits rows with null arrays. Apply the LEFT JOIN CPR to revive those parent rows:
Efficient array aggregation
Post-unnesting, to reassemble results back into an array, the ARRAY_AGG() function is the glue you need. Just keep your GROUP BY clauses on check:
Consider this knowledge backpack your survival kit as you navigate the wilderness of advanced array and struct scenarios in BigQuery.
Pro tips and common pitfalls in arrays and structs world
When dealing with arrays of structs, the landscape is rugged. Here's your navigation map:
Being tactical in joining unnested arrays
When you need to join arrays from multiple tables, unnest with care and join tactically to prevent unintended values making a party:
Handling arrays with complex structs
With arrays housing multiple struct fields, you can cherry-pick which fields to access by naming them after the dot notation:
Keeping an eye on performance
The SELECT statement is your bouncer, allowing only relevant fields to the party. This reduces data overload and boosts performance:
Navigating through complex nested data in BigQuery with these pro tips is like sailing through a storm with a map and compass!
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