Automated SQL reports without opening the database

Not every SQL report needs a dashboard. Sometimes the team needs a row set every morning, delivered to the people who own the work.

Taavik automates those recurring reports while keeping database access inside the customer network. The saved SQL runs through the agent, then the result is delivered as a secure download link.

If the report starts from trusted operational SQL, put it in the shared SQL query library first.

Operational reports are different from dashboards

Dashboards are for exploration and metrics. Operational reports are often closer to a task list.

Examples:

orders waiting too long.
customers missing a document.
transactions that failed yesterday.
invoices needing reconciliation.
duplicate business keys.

The recipient does not need a chart. They need the rows, a timestamp, and confidence that the extract ran from the right SQL.

Use saved SQL as the report definition

The best recurring SQL report is not a pasted script. It is a saved query with a name, description, and variables.

That gives the team a single source of truth:

the SQL is easy to find.
the owner can document the intent.
variables are explicit.
schedule runs are tied back to the saved query.

When the query changes, the report changes in a visible place.

Run on a schedule

Once the query is saved, the schedule defines when it runs.

Taavik supports the operational cadences teams usually need first: hourly, daily, and weekly. Each schedule has its own timezone so a report can run at a human time like 8:00 local.

This replaces the calendar reminder, the cron script, and the repeated manual export.

Deliver a download link

The report is delivered as a secure download link. Email recipients get the link in the inbox. Slack recipients get the link in the configured channel.

This keeps the workflow simple while staying honest about the boundary. Query results cross the boundary when you explicitly run or schedule the report.

For output formats and plan limits, see scheduled export limits.

Keep an audit trail

Recurring reports need failure visibility. A report that silently stops running is worse than a report that never existed.

Taavik keeps run history for the schedule. The workspace shows whether the report ran, how long it took, how many rows were produced, and whether delivery succeeded.

That history helps operations teams answer the practical questions quickly:

Did it run today?
Did it return zero rows or fail?
Which destination received it?
When did it last succeed?

What to automate first

Pick a report that already repeats weekly or daily. The stronger the existing habit, the better the first automation candidate.

Move the SQL into the query library, add a description, choose CSV or Excel, then schedule delivery. After the first success, add the next operational report.

See the automated SQL reports product page for the schedule workflow.