Halia’s field notes & benchmarks. Halia v1.0 ResourcesField notes from operators. And the math behind every finding.
Guides, benchmarks, and breakdowns for SMB e-commerce operators who’d rather find $5,000/mo than sit through a Celonis quote.
Start here.
The SCOR Perfect Order Rate playbook for e-commerce
The metric Fortune 500 supply-chain leaders run on. Here’s how to compute it for a Shopify store. And why it’s the truest signal of operational health.
How to calculate your real cost-per-order
Beyond shipping + COGS. The 5-category SCOR Cost to Serve framework, with regional benchmarks for 11 global regions and the math we run on every Instirio account.
Why your 3PL’s “100% SLA compliance” doesn’t mean what you think
Ship-confirm SLAs vs. delivery SLAs. The 35-point gap that lives between them. And the 3PL contract clauses that matter.
The e-commerce ops blog.
Practical, vendor-honest writing on the stuff that actually moves margin. No “10 tips to grow your store” content.
How to Detect Revenue Leaks in E-commerce (and What to Look For in a Tool)
Guide · Revenue leaksHow to detect revenue leaks in e-commerce (and what to look for in a tool)Revenue leaks are money you already earned,...
ResourceOne View of Shopify, ShipStation, Stripe and Amazon: Why Your Data Is Siloed (and How to Unify It)
Guide · Unified dataOne view of Shopify, ShipStation, Stripe and Amazon: why your data is siloed, and how to unify itYour orders, shipping, payments,...
ResourceE-commerce Operations Efficiency: Where to Start (a 5-Step Audit)
Guide · Operations efficiencyE-commerce operations efficiency: where to start (a 5-step audit)Efficiency is not a tool you buy. It is knowing where money and...
ResourceBest Returns Management Software for Ecommerce (2026)
A returns portal keeps customers happy. Whether returns are quietly eating your margin is a different question. Eight platforms, scored and compared.
ResourceBest ecommerce profit analytics tools (2026): 8 platforms scored
Instirio Research · Profit Analytics · 13 min read · July 2026Best ecommerce profit analytics tools (2026): 8 platforms scored and compared.Most “profit analytics”...
CarriersBest carrier scorecard tools for ecommerce (2026): 10 platforms
Seven tools reviewed—rate shopping, performance tracking, and carrier benchmarking. With pricing and a verdict for each.
Carrier billingDimensional weight overcharges: how carriers bill you for box size, not product weight.
Carriers bill whichever is greater, actual weight or box-derived dimensional weight. How the DIM divisor works, where the overcharge hides, and a calculator to check any order.
ResourceBest TrueProfit alternatives for ecommerce (2026)
Profit dashboards miss hidden operational leaks costing thousands monthly.
Activity miningActivity mining: separating system actions from human work in your order timeline.
Multi-factor classification, actor type, temporal patterns, batch detection, exposes the human work hiding inside your "automated" pipeline.
Stuck ordersStuck order detection: why the 50-result cap hides leaks.
Most tools cap stuck-order detection at 50 results. A 463-order leak hides easily. Here's why the cap exists. And why we removed it.
DriftOperational Drift Detection: Drift vs. Dashboards for Hidden Revenue
Dashly shows current metrics, but misses slow, persistent operational drift that silently erodes profit. Understand drift vs dashly to catch hidden leaks.
3PLThe $2.75/order quote that became $147,800: hidden 3PL fees.
A $2.75/order quote turned into $147,800 invoiced. Receiving fees, storage, packaging materials, account management. The playbook to catch them all.
Process miningProcess mining for e-commerce: SCOR-grounded, SMB-priced.
Celonis is overkill. Spreadsheets are blind. Here's how to get the same insight on the same data, at SaaS prices.
SLAAmazon Late Shipment Rate: staying below 4% and keeping your listings.
Amazon's Late Shipment Rate must stay under 4%, and 2026 OTDR adds a 90% on-time bar. How both work and what triggers listing deactivation.
ReturnsThe true cost of returns: why $850B is just the tip.
NRF says US e-commerce returns hit $850B in 2025. Every return costs 20–65% of item value. Here's how to quantify it before optimizing it.
CostCross-platform aggregation: how to find what no single dashboard shows.
A 2,000-order/mo Shopify store thought it was running efficiently, until cross-platform aggregation surfaced what nobody was adding up.
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Guides, tools & comparisons
- The hidden costs in ecommerce operations
- The true cost of returns: a complete guide
- Cost-to-serve analysis for ecommerce
- How to run a 3PL billing audit
- Catching dimensional weight overcharges
- Ecommerce operations analytics
- 3PL cost calculator
- The hidden cost report (whitepaper)
- The profit leak checklist
- TrueProfit alternative for ecommerce profit tracking
- BeProfit alternative for ecommerce profit tracking