SQL
Proficiency in Structured Query Language for querying, transforming, and analysing data stored in relational databases and cloud warehouses — the most fundamental analytical skill in RevOps.
Day-to-day use
Writing ad-hoc queries against Snowflake to answer pipeline questions, building dbt models with window functions for cohort analysis, debugging a broken Looker explore by tracing the underlying SQL, and querying Salesforce data with SOQL.
Typical tasks
- ·Querying closed-lost reasons by segment and time period
- ·calculating NRR using window functions across subscription events
- ·building pipeline velocity reports by stage
- ·extracting data for compensation audits
Business outcome
SQL fluency allows RevOps practitioners to answer any data question independently — without depending on a data team — enabling faster, more accurate decision-making across all revenue functions.
Where this skill is applied
Technical Disciplines
RevOps AI Engineer
Builds AI-powered tools and workflows that automate revenue tasks, surface insights, and reduce manual work across the sales, marketing, and CS stack.
Analytical Engineering
Transforms raw revenue data into clean, trusted models that power reporting, forecasting, and decision-making across the GTM organisation.
BI Engineer
Builds the dashboards, reports, and data models that give revenue leaders a clear, real-time view of pipeline health, performance, and trends.
Data Governance Engineering
Establishes and enforces the data standards, hygiene rules, and stewardship processes that keep revenue data trustworthy — from duplicate management and field standardisation to master data management across the tech stack.
ML Engineer
Builds machine learning models that power revenue predictions — from churn scoring and lead ranking to pipeline forecasting and pricing optimisation.
RevOps Data Engineer
Designs and maintains the data infrastructure — pipelines, warehouses, and integrations — that ensures revenue data is accurate, available, and actionable.
Revenue Accounting Operations
Bridges RevOps and Finance by operationalising revenue recognition rules in billing systems — managing deferred revenue tracking, ASC 606 / IFRS 15 compliance, and ERP integration so financial reporting is accurate and audit-ready.