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Nouz VS mlsql

Compare Nouz VS mlsql and see what are their differences

Nouz

nouz is a profit tracker for Shopify stores: a daily 34-line P&L with CM1, CM2 and CM3 contribution margins after every cost, flat pricing. See what your store kept each day after products, shipping, fees, ads and overhead.

Rating
0 reviews
Pricing
Paid Free trial $55 / Monthly (Base, up to 500 orders a month)
Alternatives Is it good?
mlsql

Infer SQL queries from plain-text questions and table headers.

Rating
0 reviews
Alternatives Is it good?
Nova Net Worth
Net worth tracker for people who own assets through LLCs, trusts or rentals sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, mlsql seems to be more popular. It has been mentioned 2 times since March 2021.

social mentions
0 vs 2
Financial Reporting popularity
100% vs 0%
alternatives listed
4 vs 1

Base details

Website, pricing, platforms and company facts side by side.

Nouz
mlsql
Website nouz.co github.com
Pricing
Paid Free trial $55 / Monthly (Base, up to 500 orders a month) Official pricing
—
Platforms
Web Shopify
—
Company Startup from Austria · 1 - 9 employees · 2026 —
Listed in
eCommerce Analytics Shopify Apps Financial Reporting Analytics Dashboard Finance +2
Education LMS Online Learning Web App +1

About Nouz and mlsql

In their own words, as submitted to SaaSHub.

Nouz
mlsql

nouz is a profit tracker for Shopify stores: a daily 34-line P&L with CM1, CM2 and CM3 contribution margins after every cost, flat pricing. Install nouz from the Shopify App Store, connect your ad accounts and enter your costs once. nouz reads your Shopify orders, refunds, products, payments...

Read more about Nouz

No description of mlsql yet.

Features and specs

What each product offers, as listed by its team.

Nouz 10 features
mlsql 0 features
  • Daily P&L
    A 34-line profit and loss statement for any day, week, month or custom range, from GMV down to EBITDA.
  • CM1, CM2 and CM3
    Contribution margins after product costs, after shipping and payment fees, and after advertising, then EBITDA after overhead.
  • Cost Engine
    Product costs per variant with effective dates, shipping rate cards by zone and weight or parcel size, pick and pack, packaging, returns and payment fees.
  • Ad Spend Sync
    Daily spend from Meta, Google Ads and TikTok, plus any other channel entered by hand or imported from a CSV.
  • Profit per Product
    CM1 to EBITDA for every product, with discount and return rates, breakeven CAC and breakeven ROAS.
  • LTV and LTV:CAC
    Lifetime value by first-order cohort, in revenue and contribution terms, and LTV:CAC against blended CAC.
  • Inventory Planning
    Stock value at cost, days of stock and a reorder planner that counts the stock already on its way.
  • Forecast
    Where this month will land and the months ahead, from your own orders, with goals, What if scenarios and planned events.
  • Daily Profit Email
    Yesterday's net revenue, EBITDA and margin waterfall every morning, plus weekly and monthly summaries, alerts and custom reports.
  • Several Stores
    Up to 10 stores on one account, each with its own costs and P&L, added up when they share a currency.

No features have been listed yet.

Analysis

An editorial look at what each product does well and who it suits.

Nouz
mlsql

Overall verdict

  • Nouz.co appears to be a niche or emerging service, and without verified, up-to-date details on its current offerings, performance, or user feedback, a definitive quality assessment cannot be confidently provided.

Why this product is good

  • Limited independent reviews or established track record available to verify claims
  • Specific product/service details were not available for thorough evaluation
  • User experiences and reliability metrics are not well documented publicly

Recommended for

  • Users willing to try newer or lesser-known platforms and provide feedback
  • Those who have already researched specific features relevant to their needs directly on the site
  • Early adopters comfortable with limited peer reviews before committing

Overall verdict

  • MLSQL is a solid open-source unified platform that blends SQL with machine learning, making data engineering and ML workflows accessible through a single, declarative language. It's a good choice for teams looking to streamline big data and ML pipelines without switching between multiple tools.

Why this product is good

  • It unifies data processing and machine learning under a single SQL-like syntax, lowering the learning curve for data teams.
  • Built on top of Apache Spark, it leverages a proven distributed computing engine for handling large-scale data.
  • Open-source and actively developed, allowing customization and community-driven improvements.
  • Supports the full ML lifecycle including data preprocessing, training, and deployment within one workflow.
  • Reduces the need to context-switch between separate ETL, analytics, and ML tools.

Recommended for

  • Data engineers and data scientists who prefer SQL-centric workflows
  • Teams working with big data on Apache Spark
  • Organizations wanting to unify ETL and machine learning pipelines
  • Companies seeking an open-source alternative to fragmented ML tooling
  • Analysts looking to build ML models without deep programming expertise

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Nouz
mlsql
100% 100%
Financial Reporting
0% 0%
0% 0%
LMS
100% 100%
100% 100%
Finance
0% 0%
0% 0%
Education
100% 100%

Questions & Answers

As answered by people managing Nouz and mlsql.

What makes your product unique?

Nouz's answer

nouz turns a Shopify store's orders and costs into a full daily P&L, the way ecommerce operators read their numbers: 34 lines from gross merchandise value down to EBITDA, with three contribution margins in between. CM1 is what is left after product costs, CM2 after shipping and payment fees, CM3 after advertising. Every cost has the date it applies from, so a past day keeps the cost that was true on it, and a missing cost is flagged instead of quietly counted as zero. Pricing is flat: every feature is on every plan, and no plan takes a share of your revenue.

Why should a person choose your product over its competitors?

Nouz's answer

Choose nouz if you want your profit as a full statement rather than a single number. nouz shows every line from GMV to EBITDA, with CM1, CM2 and CM3, and it prices the costs that are easy to miss: shipping by zone and by weight or parcel size, pick and pack, packaging, returns, packaging EPR fees and payment fees per method. It handles European VAT line by line, imports your full order history on the first sync, and charges a flat monthly price with every feature on every plan, from $55 a month on the Shopify App Store with a 14-day free trial.

How would you describe the primary audience of your product?

Nouz's answer

Shopify merchants, from their first sales up to around €10M a year in revenue, who want to know what their store keeps after every cost, not just what it sells. nouz is built for stores selling in Europe first: VAT is handled per line and packaging EPR fees are priced per destination. It fits owners working alone as well as teams: Pro includes up to five team members with Owner, Admin and Analyst roles, and Scale has no limit on team members.

What's the story behind your product?

Nouz's answer

nouz was founded in Vienna by Ibrahim Ölmez after seven years of building, scaling and selling ecommerce brands. In all of those years the profit calculations ran in spreadsheets, until they grew too complex to trust. nouz replaces them with a daily profit and loss statement for Shopify stores, after every cost, with each line computed by a written rule so every number can be checked. It is installed from the Shopify App Store.

Which are the primary technologies used for building your product?

Nouz's answer

Next.js and TypeScript on Vercel, Supabase (Postgres), Resend for email, the Shopify GraphQL Admin API, and the official Meta, Google Ads and TikTok marketing APIs.

User comments

Share your experience with using Nouz and mlsql. For example, how are they different and which one is better?

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Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Nouz 0 mentions
mlsql 2 mentions

Tracking Nouz since Jul 2026.

  • Download the files from Docker Container and locally edit them
    I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being... Source: over 4 years ago
  • Clone and edit Docker Projects hosted on Github
    I found this great resource here: https://github.com/paulfitz/mlsql. Source: almost 5 years ago

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