A product retrospective by Mehul Dadlani

KLYDO

Fashion, at the speed of now.

My account of helping build Klydo across its consumer app, admin console, backend systems and production releases.

Enter the archive

Product Engineer / 2025-2026 / Consumer app, admin console, backend

01 / What Klydo was

A fashion store that moved like a feed.

This is how I remember Klydo: it brought trend-led fashion into a fast, visual shopping experience. People could discover a look, find the right product, and get it delivered in minutes instead of days.

I never saw it as only a storefront. It combined editorial discovery, structured categories, search, recommendations, rapid fulfillment, and a Try & Buy model designed to make online fashion feel more immediate and less uncertain.

Discover visually

Shop through a shoppable feed, campaigns, categories and trend-led edits.

Receive quickly

Connect live catalog availability to a location-aware, delivery-in-minutes promise.

Try with confidence

Let customers try selected items at home and pay for what they keep.

Klydo, in its own words

The promise was immediate.

These campaign frames captured how Klydo introduced itself: fashion in minutes, discovery shaped by culture, and the confidence to try before committing.

Campaign archiveSwipe or scroll to move through the series

02 / The product journey

The journey I helped shape.

DiscoverBrowseTryReceiveReturn

01Discover

FeedCategoriesSearch

Discovery

More than one way into fashion.

I worked across the feed, categories, merchandising and search so people could enter the catalog through intent or inspiration.

Content becomes commerce

A feed you could shop.

I worked on feed campaigns, scheduled placements and stock-aware product selection that connected editorial content to products people could buy.

Try & Buy

Commit after the clothes arrive.

I contributed to the collaborative Cart V2 foundation and improved Pay Now and Try & Buy behavior across eligibility, grouping, address and checkout states.

Instant fulfillment

The promise depended on the system.

I fixed serviceability, warehouse inventory and Try & Buy eligibility in the commerce paths behind Klydo's delivery-in-minutes promise.

The next visit

Come back to what caught your eye.

I shipped Recently Viewed and worked on profile, membership and referral experiences that brought useful context into the next visit.

03 / Beyond the captured frames

The screens were only the visible edge.

Some of the most involved systems I worked on are preserved here as text, grounded in the product and code history rather than reconstructed UI.

Product detail (PDP) interactions

Built the product-detail bottom sheet's coordinated gestures and custom physics, then added image zoom, View Similar and a curated similar-discount rail.

Chat recommendations

Rebuilt the Flutter shopping chat and integrated similarity-based product recommendations into the conversation.

Server-driven order detail

Built the V2 order detail page across Kotlin view providers and Flutter Stac renderers. Backend state composed tracking, payment, cancellation, returns, exchanges, refunds and Try Now Pay Later (TNPL) actions.

Pair It With

Built the product-pairing graph and per-item cart carousel, then moved its copy, animation and display configuration into Cart V2.

Admin console

Built admin-console surfaces for category trees, feed campaigns, search promotions, PDP curation and scheduled UI configuration, backed by role-protected APIs.

04 / My chapter

Product engineering across app, console and backend.

I worked at Klydo as a Product Engineer across the Flutter consumer app and admin console, Kotlin backend, selected FastAPI media work, and production support.

Customer-facing work was often paired with backend contracts, admin controls, analytics, rollout gates or the production fixes needed to keep it running.

359authored commits reachable from main

3repositories

8months of reachable work

Product EngineerFlutter / Ktor / FastAPI

Discovery & merchandising

Category pages, warehouse-aware catalog facets, Recently Viewed, feed campaigns, scheduling and admin controls.

PDP & recommendations

PDP gesture architecture and zoom, View Similar, chat recommendations, and algorithmic plus manually curated product rails.

Cart & order detail

TNPL and cart correctness, Pair It With, and the V2 server-driven order detail page across tracking, cancellation, returns, exchanges and refunds.

Admin tooling

Role-protected admin-console workflows for categories, campaigns, search promotions, PDP curation and scheduled UI.

Growth & analytics

Guest checkout, identity transitions, event delivery, retries, observability and review standards.

Production & releases

Image-memory fixes, lifecycle debugging, crash reporting, release automation and sustained mobile and web releases.

Worked across

Flutter consumer appFlutter admin consoleKotlin / Ktor backendFastAPI media pipeline

05 / The people

A product can end. The chapter stays.

I built Klydo alongside a small team working through product bets, launches, production incidents and the everyday rhythm between them.

The work was shared. So were the outings, celebrations and moments around it.

A candid moment from a Klydo team celebration — A team celebrationThe candid frame

Members of the Klydo team together during an outing — Team outing19 February 2026

Members of the Klydo team together during an evening outing — Team night11 April 2026

06 / What happened next

Consumer operations stopped. The questions continued.

On July 5, 2026, Klydo stopped accepting new orders. Its app notice said the current consumer offering was paused while the company moved in a new direction.

The Economic Times and Mint placed the shutdown inside the wider quick-fashion market. Their analysis is not presented as Klydo's disclosed internal reasoning.

The Economic Times
July 5, 2026Rapid fashion delivery startup Klydo shuts down operationsQuick commerce in fashion has multiple issues, like low sell-through rates and high inventory requirements.Mint
July 8, 2026Why isn't quick fashion working?Mint examines the capital, inventory and logistics demands behind fashion delivery in minutes, while noting that Klydo did not disclose an exact reason for the pause.

Independent retrospective

The consumer product ended.
The work still tells a story.

After Klydo shut down its consumer product, I created this independent retrospective to document what Klydo was and the work I contributed.

Mehul Dadlani