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What Is Contribution Margin? A Complete Guide for Product Sellers

https://margincaptain.com/
1•Sean_hh_builds•2h ago

Comments

Sean_hh_builds•2h ago
Most product sellers track gross margin (revenue minus COGS) and assume their products are profitable. But in DTC, the biggest variable costs aren’t manufacturing, they’re fulfillment, payment processing, and customer acquisition. Contribution margin captures all of these. This article walks through the formula, a worked example on a 49-dollar product (63% gross margin turns into 22.5% contribution margin once you subtract fulfillment, processing, and CAC), common mistakes like not allocating CAC per SKU, and four levers to improve margin. The core argument is that gross margin is a manufacturing metric being used to make business decisions, and contribution margin is the number that should drive pricing, ad spend, and SKU portfolio strategy.

Disorder Drives One of Nature's Most Complex Machines

https://www.quantamagazine.org/disorder-drives-one-of-natures-most-complex-machines-20260309/
2•Brajeshwar•2m ago•0 comments

Spacecraft's impact changed asteroid's orbit in a save-the-Earth test

https://apnews.com/article/asteroid-nasa-draft-dimorphos-9abccd32d4cb532a66249dd6145685cb
2•Brajeshwar•2m ago•0 comments

Volkswagen to cut 50k jobs as profits drop

https://www.bbc.com/news/articles/c4gqyyly9v8o
1•gehwartzen•2m ago•0 comments

Microsoft 365 confirms new premium tier, stuffed with AI and few discounts

https://www.theregister.com/2026/03/09/microsoft_adds_a_premium_tier/
1•Brajeshwar•2m ago•0 comments

Smol AI WorldCup: What Small LLMs Can Do

https://huggingface.co/blog/FINAL-Bench/smol-worldcup
2•seawolf2357•2m ago•0 comments

Debian decides not to decide on AI-generated contributions

https://lwn.net/SubscriberLink/1061544/125f911834966dd0/
3•jwilk•2m ago•0 comments

License Laundering and the Death of Clean Room (The Chardet Saga)

https://shiftmag.dev/license-laundering-and-the-death-of-clean-room-8528/
1•allixsenos•2m ago•0 comments

We are building data breach machines and nobody cares

https://idealloc.me/posts/we-are-building-data-breach-machines-and-nobody-cares/
2•idealloc_haris•5m ago•0 comments

Turing Award winner and former Oxford professor Tony Hoare passed away

https://blog.computationalcomplexity.org/2026/03/tony-hoare-1934-2026.html
2•speckx•5m ago•0 comments

Non-blocking SQLite for Node.js. Ported 100% of better-sqlite3 tests

https://www.npmjs.com/package/better-sqlite3-pool
1•dilipvamsi•6m ago•1 comments

AI Agent hacked McKinsey's chatbot and gained full read-write access in 2 hours

https://www.theregister.com/2026/03/09/mckinsey_ai_chatbot_hacked/
1•smurda•6m ago•0 comments

Forward to Hell?

https://labs.ripe.net/author/mkoch/forward-to-hell-on-misusing-transparent-dns-forwarders-for-amp...
2•jruohonen•6m ago•0 comments

Elements of AI Agents

https://academy.dair.ai/courses/elements-of-ai-agents
1•omarsar•7m ago•0 comments

Portable Secret is now open source

https://blog.alcazarsec.com/tech/posts/portable-secret-is-now-opensource
1•alcazar•8m ago•0 comments

Why $100 Oil Isn't Going to Spark a New Shale Boom – Oilprice.com

https://oilprice.com/Energy/Crude-Oil/Why-100-Oil-Isnt-Going-to-Spark-a-New-Shale-Boom.html
1•bilsbie•9m ago•0 comments

JSON Documents Performance, Storage and Search: MongoDB vs. PostgreSQL

https://binaryigor.com/json-documents-mongodb-vs-postgresql.html
1•PaulHoule•10m ago•0 comments

Keep the Tokens Flowing: Lessons from 16 Open-Source RL Libraries

https://huggingface.co/blog/async-rl-training-landscape
1•ibobev•11m ago•0 comments

Slatted Headboard on a Single Wooden Bed Frame: Back Support with Natural Flex

https://dreamhomestore.co.uk/collections/wooden-bed-frames
1•tonypaterson•12m ago•2 comments

Foreign-funded lobby groups outside EU are pushing ChatControl with propaganda

https://digitalcourage.social/@echo_pbreyer/116205371224315359
5•latexr•13m ago•0 comments

Show HN: HomeLore – Every home has a story. Let us tell it

https://homelore.org
1•nswizzle31•13m ago•0 comments

New Ways to Create Faster with Gemini in Docs, Sheets, Slides and Drive

https://blog.google/products-and-platforms/products/workspace/gemini-workspace-updates-march-2026/
1•meetpateltech•13m ago•0 comments

Today Is the 150th Anniversary of the First Telephone Call

https://about.att.com/story/2026/150-years-first-telephone-call.html
3•lordleft•15m ago•0 comments

Defeating Context Fatigue with Agentic Scaffolding

https://patrickmccanna.net/defeating-context-fatigue-with-agentic-scaffolding/
2•0o_MrPatrick_o0•15m ago•0 comments

Produce 1 week of content with 1 click

https://www.web2labs.com/studio
1•philippfanta•15m ago•0 comments

Intensifying global heat threatens livability for younger and older adults

https://iopscience.iop.org/article/10.1088/2752-5309/ae3c3a
7•Someone•16m ago•1 comments

Show HN: A playable version of the Claude Code Terraform destroy incident

https://www.youbrokeprod.com
2•cdnsteve•16m ago•1 comments

What are the deadliest animals and can we protect ourselves against them?

https://ourworldindata.org/deadliest-animals
2•alphabetatango•17m ago•0 comments

Meta hires duo behind Moltbook

https://www.axios.com/2026/03/10/meta-facebook-moltbook-agent-social-network
6•mmayberry•17m ago•1 comments

Movies reconstructed purely from mouse brain activity

https://medicalxpress.com/news/2026-03-movies-reconstructed-purely-mouse-brain.html
2•jdmark•18m ago•0 comments

RFC 454545 – Human Em Dash Standard

https://gist.github.com/bignimbus/a75cc9d703abf0b21a57c0d21a79e2be
2•jdauriemma•18m ago•0 comments