dbt
JuniorWhy does my dbt macro compile to something completely different than what I expected?
A macro is a template, not the SQL that runs. Debugging the template instead of what it actually produced is debugging the wrong layer entirely.
The macro reads correctly. The compiled SQL doesn't look anything like what the macro reads - and that gap is almost always one of three specific Jinja behaviors, not a dbt bug.
Read the compiled SQL, not the macro
dbt compile writes the fully rendered SQL for every model to target/compiled/ - that file, not the Jinja template, is the real source of truth for what a macro actually produced. Staring at the macro's source and reasoning about what it should output is debugging a different layer than the one that actually runs.
Whitespace control changes what Jinja even considers code
{%- ... -%} trims the whitespace and newlines immediately surrounding a tag. Leaving the dashes off inside a loop or conditional inside a macro is the single most common reason compiled SQL comes out with stray blank lines, or worse, a trailing comma left behind from a loop iteration that didn't trim the way it looked like it would.
Variable scoping inside a macro isn't what it looks like
A variable set with {% set x = ... %} inside a {% for %} loop doesn't persist outside that loop's scope the way a plain variable would in most languages - this is a routine Jinja behavior, not a dbt-specific quirk, and the usual fix when a macro needs to accumulate a value across loop iterations is a namespace() object instead of a bare set.
See what this looks like on your own pipeline.
Upload a real Spark event log, dbt run_results.json, or Flink metrics export and get
concrete, approve-before-apply recommendations back - not another rule of thumb.