Sample bullet templates that prove SQL
Use these as a structural template — verb, scope, outcome. Replace the bracketed numbers with your own (verifiable) figures.
- Wrote [N] production SQL queries against a [size]TB Snowflake warehouse; reduced finance team's manual reporting time by [N] hours/week.
- Optimized 12 slow Postgres queries by adding indexes and rewriting CTEs; cut nightly batch job from 4 hours to 35 minutes.
- Built [N] data models in dbt against BigQuery; enabled self-serve analytics for [N] stakeholders.
Adjacent keywords that cluster with SQL
If a posting mentions SQL, it almost always also mentions some of these. Make sure the ones you've actually used are on your resume.
PostgresMySQLSnowflakeBigQueryRedshiftT-SQLdbtwindow functionsCTEsquery optimizationindexesEXPLAIN plans
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Data Analyst resume · Business Analyst resume · Software Engineer resume
FAQ
No. "SQL (Snowflake, Postgres, BigQuery)" is enough. Listing PL/SQL, T-SQL, ANSI SQL, BigQuery SQL separately looks like padding.
Be honest. Recruiters at data shops will ask you to write window functions and CTEs in the interview. "SQL — basic" is fine for entry-level analyst roles.
Increasingly yes for analytics-engineer and senior data-analyst roles. dbt is the modern standard for data transformations and is mentioned by name in 50%+ of analytics-engineer postings.
Quantify the win. "Reduced query time from 4 hours to 35 minutes by rewriting CTEs and adding 3 covering indexes" is credible; "optimized SQL queries" is not.
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