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Looker

NOT REALLY

Survived because governed metrics are the thing chat answers need.

NOT REALLY

why this verdict

Keep paying — Google has not replaced it

Google's version overlaps, but does not finish the data & BI job, so this one still earns its $3,000/mo.

A named launch, not a vibe named, unlinked
Semantic models are what make AI answers trustworthy. Google, December 11, 2024 — no announcement link recorded yet.
How much of the job it covers not the job editorial call
Parts of it. The job still needs the tool to get finished.
Is there a free way to do it? yes
2 of 2 listed replacements have a usable free tier: dbt and Metabase.
What the call is worth $36,000/yr
$3,000/mo at the entry paid tier — $36,000 a year per seat.
Reason composed from the fields above missing: announcement linked recorded: free replacement listed recorded: two or more escape hatches
Threatened by
Google
Since
December 11, 2024
List price
$3000/mo
Per year
$36,000

The backstory

Looker's LookML semantic layer defines what "revenue" means once, so every report agrees. That turned out to be exactly the missing ingredient for reliable AI analytics — a model querying a governed semantic layer gives defensible numbers, while a model querying raw tables gives confident nonsense. Google leaned into this with Gemini in Looker.

Escape hatches

2 of 2 replacements have a usable free tier.

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