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DS STREAM

MLOps & Infrastructure · AI Ethics & Governance · AI Performance Marketing & Demand GenerationWarsaw, PolandFounded 2017

DS STREAM is based in Warsaw, Poland and works in AI Data Pipelines for Consumer Packaged Goods (CPG/FMCG), with further work in Predictive Analytics and LLM Agents & RAG.

Average rating
5.0
Reviews
6
Profile coverage
100%
Evidence percentile
P92

Profile updated · Request a correction

Company & commercials

Primary category
MLOps & Infrastructure
Team size
50-249 employees
Typical budget
$10K - $50K
Primary industry
Retail, Wholesale & Consumer Goods
Contact provider →Visit website ↗
Overview

What DS STREAM does best.

About

MLOps & Infrastructure provider for Retail, Wholesale & Consumer Goods

A data science and engineering firm that provides custom AI solutions and real-time data streaming services to optimize enterprise digital infrastructure. Its own website shows its strongest capability in AI Data Pipelines within MLOps & Infrastructure, alongside Model Registry and Feature Stores. The industry it describes most is Consumer Packaged Goods (CPG/FMCG).

Service model·Service
Primary AI categoryMLOps & Infrastructure
Benchmarked against 1,351 providers in this category.
Primary industryRetail, Wholesale & Consumer Goods
Technology stack

8 platforms & methods

Bars show how many mapped capabilities use each one.

  • Apache Airflow1 capability
  • Databricks1 capability
  • Machine Learning1 capability
  • Generative AI1 capability
  • MLOps1 capability
  • Cloud Solutions1 capability
  • Agentic AI1 capability
  • Predictive Analytics1 capability
RankGlobal provider intelligence

Evidence report

How DS STREAM compares with peers on evidence, reviews and coverage.

Analyst brief · Published
CategoryMLOps & Infrastructure
Compared with1,351 providers
Signals3 signals
Status● Published
Evidence score
95/100
Strong evidence92nd percentile of 1,351 peers · peer median 70
Profile coverage100
Taxonomy density100
Review signal75
Peer benchmarkHow the profile comparesMLOps & Infrastructure among 1,351 published providers
Average rating5.00 · median 4.89
Independent reviews6 · median 0
Profile completeness100% · median 70%
Taxonomy breadth50 · median 20
This profile Peer median
Signal radarMulti-dimensional evidence
RatingIndependent reviewsCoverageBreadth
This profile (percentile) Peer median
Industries7 industries
Retail, Wholesale & Consumer Goods33%
Healthcare & Life Sciences17%
Transportation, Logistics & Supply Chain17%
Manufacturing & Industrial8%
Professional & Business Services8%
Other17%
Share of mapped industries, not share of work or revenue.
Evidence mixMapping grades
94%Direct · 47 mappings
6%Supported · 3 mappings
Grades across 50 mappings. Not a search ranking.
Analyst summary

What the evidence says

DS STREAM presents as a strong evidence profile for MLOps & Infrastructure. It ranks in the 92nd percentile of 1,351 published providers in MLOps & Infrastructure, and 6 reviews back the commercial profile.

Current positioning: P92 evidence quality · P90 industry breadth
Strongest signalsEvidence-backed strength in MLOps & Infrastructure is the profile's clearest signal in the mapped taxonomy.
Best user fitRetail, Wholesale & Consumer Goods buyers evaluating MLOps & Infrastructure at a $10K - $50K engagement size.
Confirm before engagementConfirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
How this report is calculated →
Capabilities

AI capabilities.

AI category · 1 / 12

AI Ethics & Governance

—
DirectSupportedRelatedAdjacentOne of 934 providers in this category
Compare AI Ethics & Governance providers →
Technology used

None of the listed technologies is specific to AI Ethics & Governance.

Mapping source · https://www.dsstream.com/services/ai-model-governance — “ocessing Data Pipeline Architecture AI Data Quality LLMOps Generative AI Governance Generative AI Development Custom Chatbot Development Conversational A”

Featured 12 of 38 capabilities, ranked by mapping grade then confidence.

Industry experience · 7 industries · 12 subindustries

Industries served.

7 Core0 Adjacent · discovery only
  • 95%

    https://www.dsstream.com/ — “d Analytics for Lorenz Polska How Data‑Driven Decision‑Making Propels FMCG Success Lorenz Polska VIEW PROJECT Transforming Resort Package Sales”

  • 95%

    https://www.dsstream.com/ — “Industry Experience We deliver advanced analytics in FMCG , retail , e-commerce , healthcare , telco, finance, logistics and more. Senior teams Our e”

  • 80%

    https://www.dsstream.com/ — “ach. Wide Industry Experience We deliver advanced analytics in FMCG , retail , e-commerce , healthcare , telco, finance, logistics and more. Senio”

  • 60%

    https://www.dsstream.com/ — “ach. Wide Industry Experience We deliver advanced analytics in FMCG , retail , e-commerce , healthcare , telco, finance, logistics and more. Senio”

Client feedback

What clients say.

5.06 independent reviews

Compiled from independent review platforms and client reviews verified by RankGlobal. How we count reviews

Testimonial
DS STREAM proved to be a trusted partner in building our AI-powered research platform for longevity.
LLongevity.TechnologyFrom the firm’s website1 / 2
2 reviews · 6 ratings on file

Worked with DS STREAM? Review them → Every reviewer is verified by RankGlobal.

Methodology

How RankGlobal maps this profile.

RankGlobal maps this profile against a controlled taxonomy. Mapping grades on capability and industry cards describe how the profile is classified. Source strength for ranking decisions follows the hierarchy published on Research — a mapping grade is not a claim of discoverability weight.

  1. T1AuthoritativeTypical evidenceRegulators, registries, certifications, signed client evidence.Scoring useHighest evidentiary weight
  2. T2IndependentTypical evidenceCredible media, industry bodies, partner directories, third-party datasets.Scoring useStrong with attribution and recency
  3. T3Provider-controlledTypical evidenceCompany site, case studies, press releases, structured submissions.Scoring useAccepted as a claim; verification raises weight
  4. T4Discovery-onlyTypical evidenceDirectory listings, aggregations, and early discovery signals.Scoring useUsed for discovery; weighted accordingly in ranking
Direct, Supported, Related and Adjacent appear on mapped cards as classification grades. They do not rank how discoverable a provider should be.RankGlobal trust center →
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Before you reach outKey facts, and three things to confirm once you're in touch.
Primary category
MLOps & Infrastructure
Primary industry
Retail, Wholesale & Consumer Goods
Typical budget
$10K - $50K
Team size
50-249 employees
  1. 1Name the use caseSay which MLOps & Infrastructure problem you are evaluating, so the research team can route your message accurately.
  2. 2Pressure-test the budget bandThe $10K - $50K band on file is a profile-level figure. Ask what a scope like yours actually lands at.
  3. 3Ask for a referenceRequest a client reference in Retail, Wholesale & Consumer Goods — the strongest industry signal on this profile.
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