Bank Reconciliation Reporting: Cash Controls in BigQuery
Bank reconciliation reporting guide for growing companies: match bank, accounting, payments, AP, payroll, and exceptions in BigQuery before cash reports reach leadership.
BigQuery insights
Practical articles on using BigQuery as the reporting foundation for growing companies on Google Cloud.
Gusto to BigQuery Reporting: Payroll, Headcount, and Labor Cost Scope
Gusto to BigQuery reporting guide for growing companies: model payroll, employees, departments, labor cost, benefits, cash timing, and controls.
Ramp to BigQuery Reporting: First Spend Warehouse Scope
Ramp to BigQuery reporting guide for US SMBs: model card spend, reimbursements, vendors, departments, approvals, cash timing, and controls.
Bill.com to BigQuery Reporting: First AP and Cash Warehouse Scope
Bill.com to BigQuery reporting guide for growing companies: model vendor bills, approvals, payments, accounting sync, AP aging, cash timing, and controls.
HubSpot to BigQuery Reporting: First Revenue Operations Warehouse Scope
HubSpot to BigQuery reporting guide for growing companies: model companies, contacts, deals, lifecycle stages, campaigns, pipeline, revenue handoff, and KPI trust.
Amazon Seller Central to BigQuery Reporting: First Marketplace Margin Scope
Amazon Seller Central to BigQuery reporting guide for growing companies: model orders, ads, fees, FBA, inventory, returns, COGS, payouts, and marketplace margin.
Stripe to BigQuery Reporting: First Revenue Warehouse Scope
Stripe to BigQuery reporting guide for growing companies: model customers, invoices, subscriptions, payments, fees, refunds, disputes, payouts, revenue, cash, and reconciliation.
Shopify to BigQuery Reporting: First Margin Warehouse Scope
Shopify to BigQuery reporting guide for growing companies: model orders, refunds, discounts, products, inventory, fees, COGS, and margin.
Salesforce to BigQuery Reporting: First Warehouse Scope
Salesforce to BigQuery reporting guide for growing companies: model accounts, opportunities, pipeline, bookings, forecast, revenue handoff, and finance reconciliation.
NetSuite to BigQuery Reporting: First Finance Warehouse Scope
NetSuite to BigQuery reporting guide for finance teams: ERP data scope, reconciliation checks, KPI definitions, and batch reporting automation.
Finance Reporting Data Warehouse: First BigQuery Scope
Build a finance reporting data warehouse in BigQuery: source systems, KPI definitions, controls, reporting tables, and first-phase scope for SMBs.
Backlog Reporting: Orders, Capacity, Revenue Timing, and BigQuery Model
Backlog reporting guide for growing companies: order backlog, delivery capacity, billing readiness, revenue timing, forecast risk, and BigQuery model.
MRR Reporting: Churn, Expansion, ARR, and BigQuery Model
MRR reporting guide for growing companies: define recurring revenue, churn, expansion, ARR, subscription movements, reconciliation checks, and BigQuery reporting tables.
CAC Payback Reporting: Spend, Revenue, Margin, and BigQuery Model
CAC payback reporting guide for growing companies: connect sales and marketing spend, revenue, gross margin, retention, cohort logic, and BigQuery reporting controls.
SKU Profitability Reporting: COGS, Discounts, and BigQuery Model
SKU profitability reporting guide for growing companies: product margin, COGS, discounts, returns, inventory, channel costs, and BigQuery model.
Headcount Reporting: Payroll, Hiring Plan, and BigQuery Model
Headcount reporting guide for growing companies: payroll cost, hiring plan, department owners, attrition, budget variance, board reporting, and BigQuery model.
Department P&L Reporting: Owners, Allocations, and BigQuery Model
Department P&L reporting guide for growing companies: profit and loss by owner, allocations, budget variance, margin, controls, and BigQuery model.
Procure-to-Pay Reporting: Purchase Orders, Approvals, AP, and BigQuery Model
Procure-to-pay reporting guide for growing companies: purchase requests, POs, approvals, receiving, vendor bills, payments, controls, and BigQuery model.
Order-to-Cash Reporting: Bookings, Billing, Collections, and BigQuery Model
Order-to-cash reporting guide for growing companies: bookings, invoices, revenue recognition, collections, cash timing, controls, and BigQuery model.
Multi-Entity Reporting: Consolidation, Intercompany, and BigQuery Model
Multi-entity reporting guide for growing companies: consolidation, intercompany activity, currencies, period logic, controls, and BigQuery model.
Revenue Recognition Reporting: Controls, Timing, and BigQuery Model
A practical guide to revenue recognition reporting for growing companies: timing rules, finance controls, reconciliation checks, and how to model recognized revenue in BigQuery.
Investor Reporting for Growing Companies: KPIs and BigQuery Model
Build investor reporting with trusted KPIs, variance commentary, cash visibility, operating metrics, and a BigQuery model for repeatable updates.
Margin Leakage Reporting: Discounts, Credits, Freight, and Rework
Learn how margin leakage reporting finds hidden margin loss from discounts, credits, freight, rework, billing gaps, and BigQuery source data.
Margin Bridge Reporting: Price, Volume, Mix, and Cost Drivers
Build a trusted margin bridge report that explains gross margin movement by price, volume, mix, cost, operations, reconciliation, and BigQuery model.
Unit Economics Reporting for Growing Companies
Unit economics reporting guide for growing companies: define the unit, revenue, cost to serve, contribution margin, reconciliation checks, and BigQuery model.
Data Quality Checks for Finance Reporting
Data quality checks for finance reporting: reconciliation, freshness, completeness, owner signoff, exception handling, and BigQuery model for trusted KPIs.
Management Reporting: KPIs, Cadence, and BigQuery Model
Management reporting definition, KPI examples, cadence, owners, and BigQuery model for growing companies that need trusted leadership reports.
Month-End Close Reporting: Controls, Owners, and BigQuery Model
Month-end close reporting guide for growing companies: close status, reconciliation checks, owners, adjustments, leadership packs, and BigQuery model.
Cash Runway Reporting: Burn Rate, Forecast Risk, and BigQuery Model
Cash runway reporting guide for growing companies: burn rate, cash forecast, working capital risk, board reporting, and BigQuery model.
COO Dashboard Requirements for Growing Companies: KPIs, Owners, and BigQuery Model
COO dashboard requirements guide for growing companies: operations KPIs, owners, source systems, finance alignment, and BigQuery model.
Data Warehouse Maintenance for BigQuery Reporting: 9 Checks
BigQuery data warehouse maintenance guide for growing companies: freshness checks, schema changes, KPI drift, reconciliation, and reliable reporting.
Accounts Payable Reporting: Vendor Bills, Cash Timing, and BigQuery Model
Accounts payable reporting guide for growing companies: open bills, AP aging, vendor spend, approval status, cash timing, and BigQuery model.
Accounts Receivable Reporting: Aging, Collections, and BigQuery Model
Accounts receivable reporting guide for growing companies: AR aging, collections risk, DSO, disputes, reconciliation, and BigQuery model.
Sales Pipeline Reporting: Forecast, Coverage, and BigQuery Model
Sales pipeline reporting guide for growing companies: pipeline coverage, stage conversion, forecast risk, CRM data quality, and BigQuery models leaders can trust.
Weekly Business Review Reporting: KPIs, Owners, and BigQuery Model
Weekly business review reporting guide for growing companies: KPI cadence, finance and operations owners, exception commentary, and BigQuery model leaders can trust.
Contribution Margin Reporting: Variable Cost, Owners, and BigQuery Model
Contribution margin reporting guide for growing companies: revenue, variable cost, cost-to-serve drivers, owner commentary, reconciliation checks, and BigQuery model.
Budget Variance Reporting: Actuals, Owners, and BigQuery Model
Budget variance reporting guide for growing companies: budget vs actuals, variance owners, driver commentary, reconciliation checks, and BigQuery model.
Inventory Reporting for Growing Companies: Stock, Margin, and Cash
Inventory reporting guide for growing companies: stock levels, inventory aging, COGS, margin, cash timing, forecast risk, and BigQuery reporting models leaders can trust.
Working Capital Reporting: Adjusted Working Capital, AR, AP, Inventory
Working capital reporting guide covering adjusted working capital, AR, AP, inventory, cash timing, backlog risk, and BigQuery tables for finance leaders.
Operating Expense Reporting: Budget, Run Rate, and BigQuery Model
Operating expense reporting guide for budget vs actuals, run rate, department spend, vendor detail, FP&A forecasting, and BigQuery models finance can trust.
Customer Profitability Reporting: Cost to Serve and BigQuery Model
Customer profitability reporting guide: define revenue, cost to serve, margin drivers, allocations, and BigQuery models finance and operations can trust.
Forecast Variance Reporting for Growing Companies
Forecast variance reporting guide: compare actuals to budget and forecast, explain business drivers, preserve versions, and model trusted reports in BigQuery.
Cash Flow Reporting for Growing Companies: Metrics, Timing, and BigQuery Model
A practical cash flow reporting guide for growing companies: define cash movement, collections, payables, working capital, forecast timing, and BigQuery reporting models finance can trust.
Revenue Reporting for Growing Companies: Metrics, Sources, and BigQuery Model
A practical revenue reporting guide for finance teams: define booked, billed, recognized, collected, and forecast revenue, map source systems, and model trusted reporting in BigQuery.
CFO Dashboard Metrics and Requirements for Growing Companies
CFO dashboard metrics and requirements: cash, runway, revenue, MRR, ARR, margin, SaaS CAC payback, KPI definitions, reconciliation rules, and BigQuery model.
Gross Margin Reporting: Report Metrics, Drivers, and SKU Margin
Gross margin reporting guide for building a trusted gross margin report with revenue logic, COGS, SKU margin, driver analysis, reconciliation, and BigQuery.
BigQuery Implementation Checklist for Small-Business Reporting
A purchase-oriented BigQuery implementation checklist for US SMB and mid-market teams centralizing batch reporting from systems like QuickBooks and HubSpot.
BigQuery Consulting Cost for Small Businesses: Budget Ranges and Cost Drivers
A practical guide to BigQuery consulting cost for small businesses and mid-market teams: audit vs build, typical engagement shapes, and the cost drivers that matter.
BigQuery for Small Business Reporting: When It Makes Sense
How small businesses can use BigQuery for reporting, including when it makes sense, what to build first, and how to avoid unnecessary platform complexity.
QuickBooks to BigQuery for SMB Reporting
QuickBooks to BigQuery guide for SMB reporting: load accounting data, join HubSpot, model invoices and payments, reconcile totals, and build batch reports.
Data Warehouse Requirements Checklist + Template for SMBs
Small business data warehouse requirements checklist and template: business and technical requirements, source systems, KPI owners, BigQuery scope, and proof.
Operational Reporting: Definition and KPI Examples
Operational reporting definition, KPI examples, and BigQuery model guidance for growing companies that need trusted workflow, finance, and leadership reports.
How to Reduce Manual Errors in Month-End Reporting
Reduce manual errors in month-end financial reporting by centralizing inputs, modeling recurring logic in BigQuery, documenting adjustments, and tightening signoff.
How to Automate Monthly Management Reporting for Finance Teams
Automate monthly management reporting in BigQuery for revenue, margin, and finance KPIs: fewer exports, traceable adjustments, and cleaner leadership packs.
Small Business Data Warehouse: When You Need One and When You Do Not
A practical small business data warehouse guide: when spreadsheets are enough, when BigQuery makes sense, and what to build first.
Single Source of Truth for Reporting and FP&A Data: Build Steps
Build a single source of truth for FP&A and executive reporting: shared KPI logic, revenue and expense data, ownership, and BigQuery steps.
How to Build Your First Data Lake on Google Cloud Without Overengineering It
A practical guide to building a first Google Cloud data lake with Cloud Storage and BigQuery, written for teams that need a clean starting point rather than a bloated architecture.