The Order Matters

About a year ago, Cotton Candy Station was losing money.

We had just made a full pivot into manufacturing — shutting down the mall retail outlet that had taught us the product, the customer, and the economics of premium cotton candy. We were selling exclusively through our own website. Revenue was thin. The losses were real. And the path forward required us to do a lot of things simultaneously — but not randomly.

I want to document what that actually looked like: not as a formula, but as an honest account of the order in which I pulled the levers, and why that order mattered.

My previous 13 years were spent building a gaming studio. Software has its own challenges, but the physics of manufacturing and moving physical boxes across a country demand an entirely different operational playbook. What worked there didn’t work here. Every business has its own set of levers. But I think the underlying principle holds regardless of industry: the sequence of decisions is as important as the decisions themselves. You can have the right answers in the wrong order and still lose.

Fix the Product Foundation First

You cannot scale a physical product if the shelf life doesn’t support the supply chain.

When we entered manufacturing, our packed cotton candy had a shelf life of 45 days. That worked for D2C. It did not work for offline retail — distributors need margin for travel time, shelf time, and returns. So before we could seriously pursue distribution, we had a product problem to solve.

In May, we soft-launched on Amazon with the existing product. Amazon was the right first move — the onboarding is structured, the process is learnable, and it gave us a live channel while we worked on the shelf life. It also gave us early market signal: how does the product present online, what do customers actually say?

Simultaneously, we were in deep R&D — working with different packaging partners to extend shelf life from 45 days to 6 months. By June, we had cracked it. Now the real work could begin.

Build the Machine Before You Turn It On

The shelf life problem being solved didn’t mean we launched distribution the next morning.

During the R&D period, I spent weeks talking to people in the FMCG distribution space — distributors, sales agents, market veterans. I needed to understand what margins work for distributors, what terms actually get a product stocked, and how cotton candy as a category would sit in the trade. I approached different distributors with completely different pricing structures and terms — not to close deals, but to find the sweet spot that works for both the retailer and our bottom line. That research shaped our term sheet before we printed it.

By the time July arrived, we had the term sheet finalized, sales agents onboarded, CRM tools set up, an onboarding process for distributors, and lead-generation campaigns already running. The entire operational infrastructure was ready before we flipped the switch.

We launched in South India first — practical decision, easier to manage logistics and relationship quality when you’re still learning the model. For logistics, we used India Post: widest coverage in the country, and it let us offer free pan-India shipping to distributors, which removed a meaningful friction point in early conversations. By September, we had Blinkit onboarding underway as well, and eventually scaled to 150+ distributors and 1,000+ retail touchpoints pan-India.

The Channel That Didn’t Work — and What I Did With It

Around this time, we also tried direct selling to retailers in Bangalore. It seemed logical: cut out the distributor margin, build local density fast, test the retail relationship directly.

It didn’t work. The unit economics and operational challenges were entirely different — sales rep management at retail scale, collections, relationship maintenance across dozens of small accounts. It wasn’t a model that compounded the way distribution does. I recognized it quickly and made a deliberate call: treat it as a market study, not a channel to double down on. We absorbed what we learned and moved on.

That’s not failure. That’s information. The mistake would have been to keep pushing because we’d already invested time in it.

You Cannot Optimize a Vacuum

Here’s the instinct when a business is losing money: cut costs immediately. Tighten everything.

That instinct is partially right — but the timing is wrong. You cannot negotiate better packaging terms without volume. You cannot pressure logistics partners without shipment count. You cannot renegotiate with vendors when you’re placing small orders and they know it. Cost optimization requires leverage. Leverage requires volume. Volume requires sales.

So we built the sales machine first. Then, once volume arrived, we went to work on costs — in a deliberate sequence.

Cost optimization is delicate surgery. If you cut in the wrong place, you damage the business. I attacked our cost structure in this specific order:

1. Raw material vendor pricing — renegotiated terms with our baseline formulation vendors once we had consistent order volume to bring to the table.
2. Outer packaging — standardized our carton boxes, reduced complexity, and drove down unit cost through consolidation.
3. Product packaging containers — sourced better pricing with volume commitments. My rule of thumb here: packaging costs should never exceed 10% of the selling price. If they do, the model is under pressure before the product even reaches the shelf.
4. Logistics — the biggest pain point for any physical business, and the one where leverage matters most. Armed with real shipment volume, we renegotiated freight and trade terms with multiple providers. What we couldn’t touch at 20 shipments a month, we could move at 200.
5. Product formulations — last — by January, we carefully adjusted our formulations. This added another 5 margin points without compromising quality.

That last point is not a small caveat. It is the whole philosophy. Product is King. In both my businesses, I have never compromised on quality to cut costs. You exhaust every other lever first. The product is the last thing you touch — and only if you can maintain the standard the customer expects. A genuinely good product sells on its own merit. Compromise it to save a margin point, and you’ve already lost the market.

By December, we had improved gross margins by 20 points. Combined with the January formulation change, that was 25 points of improvement in under six months of focused optimization.

What We Refused to Cut

Through all of this — the losses, the optimization pressure, the tight months — I never reduced headcount. It might have saved money in the short term. But the manufacturing team, the sales team, the people building the distribution network — they were the machine. Removing them would have fractured exactly the operational capability we were depending on.

Cutting costs at the wrong place can make things worse faster than anything else. The discipline isn’t just knowing what to cut. It’s knowing what to leave alone.

Where This All Points

The turnaround came from doing two things in sequence.

First: dramatically increase revenue. Build omnichannel presence — D2C, Amazon, quick commerce, and a full distribution network — and do it with the process infrastructure ready before you go live. More channels, more SKUs, more market coverage. Revenue volume is the precondition for everything that follows.

Second: optimize costs, but only once volume gives you negotiating leverage. And within optimization, protect the product itself for last.

The next phase for Cotton Candy Station is full manufacturing automation. Based on our projections, that alone will yield another 15 to 20 points in margin improvement — bringing the total expansion to 40 to 45 points from where we started. That is what a fully optimized, automated manufacturing operation looks like when you’ve done the groundwork right.

What I Want You to Take From This

I’m not writing this as a universal playbook. The specific levers, the specific order, the specific costs that mattered — these are particular to cotton candy manufacturing in India. Your business will have different constraints, a different cost structure, a different distribution reality.

But the underlying discipline is transferable: understand your business deeply enough to know which levers exist, which ones are preconditions for others, and what sequence the whole thing has to run in. Sometimes you’ll pull the wrong lever. That’s how you learn — as long as you course-correct quickly and don’t repeat it.

Observe the business. Model the problem. Pull the right lever at the right time. And never compromise the thing that makes your product worth buying in the first place.

— Sri