Conversion, compounded.
Built a repeatable operating loop across the core purchase funnel: diagnose friction, test an intervention, protect conversion and order economics, then scale what works.
- Role
- Senior Product Manager
- Period
- Jul 2020—Present
- Team
- Ecommerce product portfolio
- Customer
- Wireless shoppers
- Surface
- Core funnel → cart / checkout
- +54.7%Core funnel conversion · measured tenure
- +77%Cart / checkout conversion · measured tenure
- +10% AOVControlled upsell
02 / Operating system
Conversion operating loop
- 01Observe
Instrument core-funnel and cart / checkout drop-off.
- 02Test
Run one controlled hypothesis at a time.
- 03Guardrail
Protect conversion, order value, and quality.
- 04Scale
Ship the winner and compound the learning.
03 / Problem
The constraint behind the outcome.
The purchase journey had multiple conversion surfaces, competing hypotheses, and no single operating loop connecting diagnosis to scale.
04 / Mandate
What I was accountable for.
Set conversion strategy across acquisition, cart, and checkout; align the roadmap to measured friction; and create a repeatable learning loop without trading away quality.
05 / Decisions
The product choices that shaped the system.
- 01
Treat the funnel as a product system, not a queue of page requests.
- 02
Instrument the decision before designing the intervention.
- 03
Require a conversion and quality guardrail before scaling a winner.
06 / What shipped
The product and operating system delivered.
- A shared measurement spine across the core funnel, cart, and checkout.
- A sequenced experimentation backlog tied to explicit customer and business hypotheses.
- Upsell and merchandising interventions with conversion guardrails.
- A review cadence that moved validated learning into the next roadmap decision.
07 / Tradeoffs
The boundaries that made it operable.
- Incremental tests improve attribution but slow broad redesign.
- A shared measurement spine adds up-front instrumentation work.
08 / Learning
The principle I carried forward.
Growth compounds when instrumentation and guardrails are designed before the interface—not added after launch.
09 / Evidence
What the evidence can—and cannot—support.
Owner-reported portfolio outcomes. The tenure-level conversion changes are not attributed to one experiment or one contributor.
Portfolio-level relative changes over the measured tenure. The AOV result came from a controlled upsell; confidential baselines and windows are retained off-site.
- Owner-reported outcomeCore funnel conversion · measured tenure
Core-funnel conversion increased 54.7% over the measured tenure.
- Neel Jaiswal
- Owner-reported outcomeCart / checkout conversion · measured tenure
Cart and checkout conversion increased 77% over the measured tenure.
- Neel Jaiswal
- Owner-reported outcomeControlled upsell
A controlled upsell increased average order value 10%.
- Neel Jaiswal