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Retail

Inventory, margin, and omnichannel analytics for retailers

Retail margins are thin and inventory mistakes are expensive. D23 builds managed Superset dashboards that unify your POS, e-commerce, and ERP data so merchandisers see sell-through rates, margin by SKU, foot-traffic trends, and online-plus-in-store performance in one place.

The real cost of the status quo

You know exactly where the day goes

  • 1Merchandisers find out a SKU is out of stock when the store calls, not before
  • 2Margin by category lives in a finance model that takes two days to refresh
  • 3Online and in-store data are in separate systems with no combined view

Reporting takes too long

Analysts spend days assembling reports that should refresh automatically from source data.

Data is siloed

Finance, operations, and sales all see a different number because no one has agreed on definitions.

Decisions lag the data

By the time a dashboard is ready, the window to act has already closed.

The evidence · 2025-26

The numbers behind modern BI

You don't have to take our word for it. Here's what analysts and data teams are reporting right now.

Likely ROI in retail

Most teams cut their BI cost by half and ship dashboards in days, not quarters.

D23 estimate, based on typical retail data-team workloads: hours saved on Superset ops, faster dashboard delivery, and self-serve analytics that no longer requires a dedicated analyst for every question. Your mileage depends on warehouse size and how many teams need access to data.

Typical BI cost reduction~50%
Dashboard delivery timeDays, not quarters
Uptime SLA99.9%
Real-world proof · 2023

It already works at this scale

Not a demo. A team in the same kind of work, with results they published.

Lyft logo

Lyft

Marketplace · operations analytics

Reported 2023

Lyft was an early Superset adopter and contributor. The platform became the standard BI tool across its data organisation, powering ride-operations, driver analytics, and executive reporting with zero per-seat licence cost.

$0

per-seat BI licence cost

org-wide

analytics standardisation

100s

of dashboards in production

Lyft · Reported 2023

The strongest results come from teams with a connected warehouse, defined metrics, and dashboards their stakeholders actually use. That is exactly what D23 delivers.

Your retail dashboard suite

A set of managed Superset dashboards built for retail, each connected to your data sources and maintained by your D23 data team.

Goal: live retail analytics on Superset
I&

Inventory & Sell-Through Dashboard

live

Stock levels, weeks-of-supply, and sell-through rates by SKU and location — flagging slow movers before they require markdowns.

Sources
Snowflake
BigQuery
Postgres
MA

Margin Analytics

live

Gross margin by category, supplier, and channel with variance-to-plan and promotional-lift analysis.

Sources
Redshift
ClickHouse
Databricks
OP

Omnichannel Performance

live

Online and in-store sales side by side, foot-traffic by location, and channel attribution for every campaign.

Sources
MySQL
Trino
DuckDB

What D23 delivers

Inventory and sell-through dashboardsMargin and promotional analyticsFoot-traffic and omnichannel performanceSupplier and category scorecards

How D23 works in retail

  1. 1

    Connect your warehouse

    We connect to your retail data sources — Snowflake, BigQuery, Postgres, and 50+ others — in days.

  2. 2

    Model your metrics

    We define and agree on the metrics that matter — like Inventory & Sell-Through Dashboard and Margin Analytics — so every team uses the same numbers.

  3. 3

    Ship your dashboards

    We build managed Apache Superset dashboards with row-level security, SSO, and AI text-to-SQL built in.

  4. 4

    Iterate together

    Your D23 data team handles new requests, schema changes, and new data sources on an ongoing basis.

one view

of online and in-store performance, updated daily

Try D23 for Free

Turn every team into a data team.

Get managed Apache Superset, the dashboards your business needs, and AI on top, without hiring a data team.

Get Started

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Get up and running in minutes.

For Enterprises

Need a custom solution?
Reach out for consultation.