Datadrew : AI Ads Co‑Pilot vs Niti: AI Decision Intelligence
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 23, 2026 for Datadrew, Oct 13, 2026 for Niti.
The short answer
- On the Shopify App Store: Datadrew 5.0 from 30 reviews and Niti 5.0 from 1 reviews.
- Only Datadrew lists a free plan. Paid plans start at $99/month for Datadrew and $299/month for Niti.
- Datadrew lists 15 features Niti’s listing doesn’t mention, including Analytics dashboard, Benchmarking, Cohort analysis.
Head to head
(Free) Analyse your customers like a data scientist
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Free
- · 10 Users
- · Access to Prompt library for MCP(Claude)
- · Basic Customer Segments
- · Blended Ads Summary
- · Historical Data - Last 3 months
- · LTV Cohort Analysis
Essentials
- · Acquisition - Meta, Google ads and GA4
- · Claude, ChatGPT, N8N, Manus - Drew MCP
- · Drew AI Analyst with AI credits
- · Everything in Free, Plus
- · Historical Data - All time
- · Multi-Store and Unlimited Ad Accounts
Pro
- · Automations - AI Reports
- · Drew AI Analyst - 2x AI credits
- · Everything in Essentials, plus
- · Product Ads and Performance cohorts
- · Product Basket Analysis
- · Product Intelligence
VANTAGE
- · Anomaly watch: SKUs, spend, inventory
- · Confidence label on every diagnosis
- · Five-whys root cause on every flag
- · Full audit trail of every diagnosis
- · SKU health graded and trended
LIFT
- · Daily ranked scale / reduce / kill calls
- · Decision queue with margin & stock gates
- · Margin-priced recommendations
- · Outcome grading on every decision
- · Platform ROAS vs revenue that cleared
LIFT + VANTAGE
- · Everything in Lift and Vantage
- · Marketplace halo credited to ad spend
- · One decision queue and outcome ledger
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureTrusted by 1025+ Shopify brands, Datadrew AI transforms your raw data into AI powered insights, and into data driven decisions to accelerate customer acquisition and retention and improve product merchandising. Our platform help founders and CMOs increase paid ads ROAS/MER - reduce adspend wastage, out-of-stock products in ads, reduce creative fatigue. Spot website conversion drops & product baskets increasing AOV.
Niti is decision intelligence for your marketing spend. Niti Lift reconciles what Meta and Google report with the revenue that actually cleared in your store, then ranks which ad sets to scale, reduce or kill. Niti Vantage watches SKU sales, spend and inventory, and when a metric breaks it walks back to the verified cause before you move budget.
- Cohort Analysis: Unlock 90-day LTV and Retention insights.
- Product Analytics: Discover retention-boosting products to drive repeat purchase
- Industry Benchmarking: Measure up against your competition.
- Marketing Analytics: Optimize Facebook ads & reduce CAC.
- Real-time monitoring of 100+ metrics with instant opportunity detection & alerts
- AI strategy generation in 4 hours using acquisition data and behavioral signals
- Fine-grained segmentation: "Instagram abandoners" vs "organic repeat customers"
- Margin-aware offers by segment (Eg: 10% off for discount-users vs None for VIPs)
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  Datadrew |  Niti |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | Datadrew | Niti |
|---|---|---|
| App Store rating | 5.0 ★ | 5.0 ★ |
| App Store reviews | 30(ahead) | 1 |
| New reviews, 28 days | 2 | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
FAQ
Datadrew and Niti: common questions
- Is Datadrew or Niti cheaper?
- Only Datadrew lists a free plan. Paid plans start at $99/month for Datadrew and $299/month for Niti. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- Which has better reviews, Datadrew or Niti?
- On the Shopify App Store: Datadrew 5.0 from 30 reviews and Niti 5.0 from 1 reviews.
- What features does each app list that the other doesn’t?
- Datadrew lists 15 the others don’t mention, such as Analytics dashboard, Benchmarking, Cohort analysis, Data export. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Oct 23, 2026 for Datadrew, Oct 13, 2026 for Niti; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Oct 23, 2026 for Datadrew, Oct 13, 2026 for Niti. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.