Blog

Insights on e-commerce operations, growth, and building with data.

OperationsApr 3, 2026·6 min read

Why your D2C brand needs a single source of truth

You're running Shopify for orders, Razorpay for payments, Shiprocket for logistics, Meta for ads, and Google Sheets to stitch it all together. Here's why that breaks at scale — and what to do about it.

ShippingMar 28, 2026·8 min read

The real cost of RTO: What most brands don't measure

Return to Origin isn't just a shipping cost. It's a compounding tax on your margins that most brands undercount by 40-60%. We break down the full cost — and how to cut it.

FinanceMar 20, 2026·5 min read

Per-order unit economics: The metric that changes everything

Top-line revenue is vanity. Per-order profit is sanity. Here's how to calculate your true unit economics — including the hidden costs most brands ignore.

EngineeringMar 12, 2026·10 min read

How we built self-healing data pipelines for e-commerce

Webhooks fail. APIs time out. Cron jobs die. Here's the architecture behind Ordscale's pipeline reliability — watchdog patterns, reconciliation loops, and automatic recovery.

AdvertisingMar 5, 2026·7 min read

ROAS is lying to you: A better way to measure ad performance

Platform-reported ROAS includes returns, cancellations, and orders that never shipped. Here's how to calculate true ROAS using reconciled data.

CompanyFeb 26, 2026·12 min read

From spreadsheets to system: Our journey building Ordscale

Ordscale started as an internal tool at Dellulu. This is the story of how 14 sessions of building a finance dashboard turned into a SaaS product.