Retail strategy, assortment and the decisions behind the shelf

See your business the way the retailer sees it.

Getting into retail and being ready for retail are not the same thing. I spent five years on the retailer's side of the table helping decide where brands, products, inventory and investment went. Now I bring that retailer-side judgment to brands navigating what to launch, where to grow, how much to bet, and what happens after they hit the shelf.

HERO SKU TAIL 7 FACINGS

Experience

Five years inside a $1.7B beauty business.

I was a senior planner across haircare and cosmetics — responsible for the financial and inventory architecture behind the business, working with more than 75 vendors, from global manufacturers to brands in their first year of national distribution.

Merchants chose the brands. I built the case that said what the choice would cost, what it would displace, and what it would take to work.

What the seat involved

  • Demand forecasting and inventory planning
  • Open-to-buy management
  • Assortment and SKU productivity
  • Launch sizing and door-count modeling
  • Line review preparation and financial cases
  • Promotional and markdown performance
  • Store clustering and distribution
  • Vendor joint business planning

Which meant sitting in the reviews where those decisions got argued — and hearing the questions that never make it back to the brand.

The lens

What gets asked after you leave the room.

Founders walk in with the story of the brand. Retailers are evaluating the story of the business. Once the meeting ends, the conversation turns to a different set of questions entirely.

Those are the questions brands rarely get to hear. Answering them was my job for five years. It's still the lens I bring to everything below.

Field Notes

Observations on retail, brands, product, assortment and the things that make me stop and wonder why.

Notes on what I'm seeing in stores and what the numbers underneath it actually say. Some pieces are observation — a retailer, a launch, a shelf set, and the commercial logic behind it. Others are Reality Checks: the same five questions above, applied to one specific decision.

Abbie Wharff Rosenblum

About

Abbie Wharff Rosenblum

A beautiful brand deck and a credible commercial case are two different documents. Most founders only ever build the first one.

I wasn't the buyer. I sat beside them with a different lens. When a merchant said "I love this brand," my job was often to answer the question underneath it: does the business support that decision? That's the combination I've come to trust in myself — product instinct and curiosity, trained to be pressure-tested against the economics.

ShelfLine is where I work that out in public. What I notice in stores, what the numbers underneath a launch actually say, and where the two disagree.

Work with me

Selective advisory work.

I take on a small number of advisory and project engagements with consumer brands — usually around one of four decisions:

  • Before retailShould we do this?
  • At the tableHow do we win the decision?
  • On shelfWhy isn't this working?
  • Ready to growWhat's our next move?

Some of it is a read on a specific decision. Some is ongoing — the person you think out loud with before the decision gets made, including translating what a retailer's scorecards and reports are actually telling you.

Engagements are scoped to the problem rather than sold off a menu. Tell me the situation and I'll tell you honestly whether I'm the right help and what it would take.

Contact

Tell me what you're working on.

A brand decision you'd rather not make alone, a question about something I've written, or a conversation worth having. All welcome.

Replies within one business day.