Data Panda brings your Chargebee data together with the data from the rest of your business. From one place, we turn it into dashboards, automations, AI workflows and custom apps your team uses every day.
Chargebee is a subscription billing platform used by more than 6,500 SaaS, AI and consumer subscription companies across 227 countries. It handles plan changes, proration, usage-based pricing, dunning, revenue recognition and CPQ on top of whichever payment gateway the business uses. Most teams pair it with Stripe, Braintree or a local payment rail and let Chargebee own the billing logic.
The point of pulling Chargebee into a warehouse is that subscription businesses live or die by a small set of numbers that span Chargebee, the CRM, the accounting ledger and the product: MRR movement, net revenue retention, dunning recovery, cohort LTV. Next to Salesforce, HubSpot, NetSuite and Stripe data, Chargebee becomes the source of truth for what was billed and what was collected, instead of three pivot tables that never agree on the close.
MRR, NRR, dunning and cohort LTV on one timeline, reconciled against the ledger.
Let Chargebee events drive the rest of the stack without Zapier chains.
Score churn and dunning risk on full billing history.
Internal tools on Chargebee data for revenue and CS teams.
A list of concrete reports, automations and AI features we have built on Chargebee data. Pick the one that matches your situation.
Which cohort of customers is still growing revenue a year later?
Net revenue retention per acquisition cohort, split into expansion, contraction and churn. Shows the cohort whose MRR per account is climbing twelve months in, next to the cohort where retention is masking quiet decline.
How much recoverable revenue is lost in dunning?
Failed recurring charges that reached the end of their retry sequence without recovery, ranked by reason and country. Separates the card-expired segment a prompt would fix from the insufficient-funds segment that will not come back.
Which accounts are at plan limits and ready to expand?
Usage metrics from the product joined to Chargebee plan limits, ranked by overrun rate. Sales walks into the expansion conversation with the account that is already paying for the next plan.
Billed MRR, recognised revenue and dunning recovery reconciled against the ledger. Month-end closes on Chargebee data that already matches the bank, not on a spreadsheet between billing and accounting.
Every account carries billed ARR, plan, renewal date and usage-against-limit on the CRM record. Renewal and expansion conversations start from a number, not from a salesforce note.
Dunning success rate per retry step and plan, with accounts at churn risk ranked by revenue. Billing ops decisions move from vendor defaults to a policy shaped by recovery outcome.
Closed-won Salesforce opportunities create the Chargebee subscription that belongs to them, and every Chargebee event (plan change, dunning, churn) flows back to the opportunity and account. Sales and finance stop reconciling two systems about the same customer.
Chargebee subscription starts, upgrades, downgrades and churn push to HubSpot as lifecycle transitions and timeline events. Marketing and CS run lifecycle sequences on real billing state instead of an old export.
Chargebee invoices, credit memos and subscription events post into NetSuite as revenue-recognition entries. Deferred revenue unwinds on the billed cycle, not on a manual upload the tenth of every month.
Stripe payouts are matched back to the Chargebee invoices they settle, with fees separated. The Chargebee AR screen reflects what Stripe has already cleared, and month-end reconciliation between billing and bank stops being a multi-tab spreadsheet.
These are the 6 tables we currently pull from Chargebee into your warehouse. Query them directly in SQL, join them to the rest of your stack, or build reports on top.
Missing a table you need? We can extend the sync. Tell us what is missing and we will build it for you.
You keep the reporting tool you already have. We connect it to the warehouse where your Chargebee data lives.
OAuth authentication. Read-only by default. We sign a DPA and your admin keeps the keys.
Data flows into your warehouse on your schedule. Near real time or nightly, your call. You own the data.
We build the first dashboard, workflow or AI feature with you, then hand over the keys. Or we stay on for ongoing delivery.
We set up the foundation. Your team builds on top.
Best fit Teams that already have a BI analyst or data engineer and want to own the build.
We build the whole thing, end to end.
Best fit Teams without in-house BI or dev capacity. You tell us what you need and we deliver it.
You do. It lands in your warehouse, on your cloud account. We don't resell or aggregate it. If you stop working with us, the warehouse stays yours and keeps running.
Near real time for most operational systems. For heavier sources we schedule hourly or nightly. You pick based on what the reports need.
No. If you don't have one, we help you pick one and set it up as part of the first delivery. Common starting points are Snowflake, Microsoft Fabric, or a small Postgres start.
Yes. Each Chargebee site lands in its own schema with a shared customer and plan dimension on top. Groups running brand-specific or region-specific sites get per-site reporting plus a consolidated revenue picture at group level.
Yes. Chargebee RevRec entries and schedules land as first-class tables in the warehouse, so deferred revenue, recognised revenue and variance against billed amount are all reportable without exporting from Chargebee and merging in Excel.
We review your Chargebee setup and the systems around it. Together we pick the first thing worth building.