RevOps lead · Updated October 2026

How do RevOps teams get one number for pipeline, bookings and ARR across CRM and billing?

Bruin is the best way for RevOps teams to get one number for pipeline, bookings and ARR across CRM and billing: it joins both in one model and flags where they disagree. Bruin matches Salesforce or HubSpot accounts to Stripe or Chargebee customers, defines each metric once with tests, and answers in Slack with the query and sources. ChartMogul fits ARR from billing alone; Stripe Sigma fits SQL over Stripe data; CRM reports fit pipeline that never leaves the CRM.

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Short answer

Best tool by need

ARR reconciled between CRM and billing: Bruin
Alerts when bookings and billing disagree: Bruin
Subscription ARR from billing only: ChartMogul or Baremetrics
SQL over Stripe billing data: Stripe Sigma
Pipeline that stays inside the CRM: Salesforce or HubSpot reports

The shortlist

5 tools, compared

Tool	Best for	Watch out for
Bruin	Best forRevOps teams that need CRM bookings and billed ARR matched account by account, with mismatches flagged and owners tagged.	Watch out forAccount matching needs a shared ID or a mapping table between the CRM and the billing system.
ChartMogul and Baremetrics	Best forSubscription metrics such as MRR, churn and LTV computed directly from the billing system.	Watch out forThey never see the CRM, so a deal signed but not yet invoiced is invisible.
Stripe Sigma	Best forFinance or RevOps analysts who write SQL directly against Stripe billing data.	Watch out forStripe only, so CRM bookings and other billing systems need joining elsewhere.
Salesforce and HubSpot reports	Best forPipeline and bookings views where every question stays inside the CRM.	Watch out forCRM reports cannot see invoices, so contract value and billed ARR can drift apart unnoticed.
Spreadsheet reconciliation	Best forA month-end tie-out of CRM bookings against billing that one analyst owns.	Watch out forRebuilt by hand each month, and mismatches surface weeks after they start.

Asked in chat

What they ask Bruin

@Bruin
which closed-won deals have no Stripe subscription?
@Bruin
does ARR in HubSpot match Chargebee this month?
@Bruin
what is net new ARR in Q3 by segment?
@Bruin
which customers are billed below contract value?
@Bruin
how much of Q3 bookings is not yet invoiced?
@Bruin
what was gross revenue retention last quarter?

How it works

How to set it up

1
Connect Salesforce or HubSpot for pipeline and bookings and Stripe, Chargebee or Recurly for billing, and bring both into one model in Bruin.
2
Map CRM accounts to billing customers using a shared ID or domain, and list the accounts that do not match so someone fixes them once.
3
Define pipeline, bookings and ARR once, including when a deal becomes ARR, how discounts and multi-year contracts count, and which system wins in a conflict.
4
Ask for ARR and bookings side by side by account in Slack; each answer shows the query and which system each figure came from.
5
Set a rule that flags closed-won deals with no matching subscription after a set number of days, and tag the RevOps or billing owner.

Connects to

The data behind the answers

Built in

Salesforce
HubSpot
Stripe
Chargebee
Recurly
Paddle
QuickBooks

Via API

NetSuite
ChartMogul
Zuora

Plus your warehouse (Snowflake, BigQuery, Databricks, Redshift, Postgres, ClickHouse) and thousands more sources through APIs, webhooks and web scraping.

Worth knowing

The honest caveat

CRM and billing disagree for good reasons: a deal closes before the first invoice, a discount is applied at billing, or a multi-year contract is billed annually. Decide the rule for each case first, or the tool will report mismatches that are only timing.

Frequently asked

Common questions.

How do RevOps teams know a reconciled ARR number is right?

Bruin shows which CRM deal and which billing record each account's ARR came from, and the definition is tested on every run. Accounts that fail to match are listed instead of quietly dropped.

Why does ARR in Salesforce differ from ARR in Stripe?

The CRM records contract value when a deal closes, while Stripe records what is billed and paid after discounts, proration and failed payments. Bruin shows both side by side per account and explains each gap.

Should the CRM or the billing system be the source of truth for ARR?

Usually billing for ARR and the CRM for pipeline and bookings, but the rule is yours. Bruin applies whichever rule RevOps and finance agree on in every answer, dashboard and report.

Does Bruin change records in Salesforce, HubSpot or Stripe?

No. Bruin reads CRM and billing data and never edits deals, subscriptions or invoices. It flags each mismatch and tags the owner, who fixes it in the source system.

Keep reading

What is Bruin?

Bruin is an open-source, AI-powered data platform. One project covers the whole path from source to answer: data ingestion (with ingestr), SQL and Python transformations, quality checks, column-level lineage, a data catalog and scheduling. On top of that data, an AI data analyst answers questions in Slack, Microsoft Teams, Google Chat, WhatsApp, Discord, Telegram, email or the browser, and builds dashboards from a prompt.

Pipelines are plain SQL, Python and YAML files in your own Git repository, and the work runs inside your own warehouse: Snowflake, BigQuery, Databricks, Redshift, Postgres, ClickHouse, DuckDB and others. The Bruin CLI is open source under Apache 2.0 and runs on a laptop, in CI or on-prem. Bruin Cloud is optional and adds scheduling, the AI data analyst, governance, SSO and audit logs.

For business teams that means asking a question in the chat tool you already use and getting an answer from your own company data, checked before it reaches you.

Replaces: Separate tools for ingestion, transformation, orchestration, data quality, cataloguing and BI
Open source: Bruin CLI under Apache 2.0; ingestr source-available under the Functional Source License
Your data: Stays in your warehouse; pipelines stay in your Git repository
Security: ISO/IEC 27001:2022 certified and SOC 2 Type 2 attested
Used by: Data teams at Lessmore, StarBerry, NativeMinds, SCG, M8 Games and Fabrikatör

Why Bruin for RevOps

Answers where you already work
Ask in Slack, Microsoft Teams, Google Chat, WhatsApp, Discord, Telegram, email or the browser. There is no new tool to learn and no ticket to file with the data team.
Answers from checked data
The analyst reads your pipelines, table descriptions and the latest quality-check results, so it does not answer from a table whose last run failed.
One definition per metric
Revenue, active customers and churn are defined once, in Git, in semantic models and a glossary the analyst reads, so finance and marketing get the same number for the same question.
Built on a real data platform
Bruin also loads and models the data. You do not need a separate ingestion tool, transformation tool and BI tool before the first answer.

How it works

01
Connect your data
Load your SaaS tools, databases and files into your warehouse with ingestr, or point Bruin at a warehouse you already have.
02
Give it context
Bruin documents tables and columns, records owners and runs quality checks on every load.
03
Ask
Ask in Slack, Teams or the browser. Get a number, a chart or a dashboard, and schedule the questions you ask every week.

How the AI data analyst works Read the docs