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DS STREAM

MLOps & Infrastructure · LLM Agents & RAG · Predictive AnalyticsWarsaw, PolandFounded 2017

A data science and engineering firm that provides custom AI solutions and real-time data streaming services to optimize enterprise digital infrastructure. RankGlobal maps its primary capability to AI Data Pipelines within MLOps & Infrastructure, with supporting relevance to Agentic Workflow Development, Code…

4.8
Average rating
12
Mapped reviews
100%
Profile coverage

Company & commercials

Primary category
MLOps & Infrastructure
Team size
50-100 employees
Typical budget
$10K - $50K
Primary industry
Retail, Wholesale & Consumer Goods
Provider overview

A clear view of what DS STREAM does best.

Structured from supplied company information and mapped to RankGlobal's controlled AI and industry taxonomy.

Company profile
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. RankGlobal maps its primary capability to AI Data Pipelines within MLOps & Infrastructure, with supporting relevance to Agentic Workflow Development, Code Generation Assistants. Its strongest supplied industry signals align with Consumer Packaged Goods (CPG/FMCG), General Retail, HealthTech Platforms.

See how this profile was mapped →
Primary AI category
MLOps & Infrastructure
Strongest industry signal
Retail, Wholesale & Consumer Goods
Engagement profile·$10K - $50K·50-100 employees·Service
Mapped capabilities · 4 categories
Technology

Platforms, methods and technical signals

Apache AirflowDatabricksMachine LearningGenerative AIMLOpsCloud SolutionsAgentic AIPredictive Analytics

Tools and platforms named in DS STREAM's supplied company profile.

Expertise

Named expertise on file

  • Machine Learning & MLOps

    Operationalizing AI models by automating the deployment, monitoring, and retraining lifecycle.

    MLOpsDevOps for AIAutomation
  • Generative AI

    Development of custom LLM applications for automated content and code generation within enterprise workflows.

    GenAILLMsNLP
  • Apache Airflow Managed Services

    High-reliability orchestration for complex data pipelines and ETL processes.

    Data EngineeringAirflowPipeline Orchestration
RankGlobal provider intelligence
Analyst brief

Mapped Evidence Report

A decision-support view of DS STREAM, built from mapped taxonomy signals, evidence confidence, commercial profile and reviews.

Primary feed set
MLOps & Infrastructure
Compared with
668 providers
Evidence signals used
3 signals
Publication status
Published
Structured evidence signal
100/100
Strong evidence
60th percentile of 668 peers · peer median 100
Profile coverage100
Taxonomy density100
Review signal100
Peer benchmark
How the profile compares

MLOps & Infrastructure among 668 published providers

Average rating4.81 · median 4.83
Mapped reviews12 · median 10
Profile completeness100% · median 100%
Taxonomy breadth27 · median 20
Signal radar
Multi-dimensional evidence
RatingReviewsCoverageBreadth
This profile (percentile) Peer median
Capability mix
Mapped category signal
LLM Agents & RAG96%
MLOps & Infrastructure96%
Predictive Analytics96%
Voice AI80%

Imported mapping confidence for each category — not a share of work, revenue, or delivery volume.

Mapped industries
3 industries on the map
3
Retail, Wholesale & Consumer Goods50%
Healthcare & Life Sciences33%
Media, Entertainment, Gaming & Sports17%

Share of mapped industry rows on the taxonomy map — not share of work or revenue.

Evidence mix
Mapping grades
Direct48% · 13
Supported22% · 6
Related19% · 5
Adjacent11% · 3

Imported mapping grades across 27 taxonomy mappings — not a search ranking.

RankGlobal analyst interpretation

What the mapped signals say

DS STREAM presents as a strong evidence profile for MLOps & Infrastructure. It ranks in the 60th percentile of 668 published providers in MLOps & Infrastructure, and 12 reviews back the commercial profile.

Current positioning: P60 evidence quality · P86 industry breadth
Strongest signals
Evidence-backed strength in MLOps & Infrastructure is the profile's clearest signal in the mapped taxonomy.
Best user fit
Retail, Wholesale & Consumer Goods buyers evaluating MLOps & Infrastructure at a $10K - $50K engagement size.
Confirm before engagement
Confirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
Client feedback signals
12
Reviews
4.8
Average rating
0
Publicly reshared
Published
Listing status
How this report is calculated →
Capabilities

Evidence-led AI expertise.

Capabilities are listed with their mapping grade (Direct, Supported, Related, or Adjacent).

Industry experience

Where this expertise is most relevant.

Industry mappings are organized by evidence strength so buyers can distinguish demonstrated alignment from broader search relevance.

6 mapped subindustries
Direct · Primary
Consumer Packaged Goods (CPG/FMCG)

Source industry: FMCG

98% mapping confidence
Client feedback

What clients say.

Reviews and ratings published for this provider.

DS STREAM proved to be a trusted partner in building our AI-powered research platform for longevity.

Longevity.Technology

DS STREAM significantly improved the efficiency of our category management processes and enhanced the precision of our business decisions.

Sandra Lemańska, Category Manager
5
Expertise in Real-Time Data Streaming Architecture

DS STREAM helped us implement a high-scale Kafka architecture. Their expertise in real-time data streaming was instrumental for our fraud detection systems.

Head of Data (Banking Sector)
5
Reliable Cloud Migration and Pipeline Optimization

Reliable partners in our cloud migration. They optimized our Snowflake costs and improved our data pipeline reliability by 40%.

CTO (E-commerce Enterprise)
5
Methodology-Driven Churn Prediction Success

Their Data Science team delivered a churn prediction model that outperformed our internal benchmarks. Very thorough and methodology-driven.

VP of Engineering (SaaS)
5
Unified Data Platform for Customer Insights

DS STREAM designed a unified data platform that integrated our offline and online customer data. A highly professional team with deep tech skills.

IT Director (Retail Chain)
5
Clean Code and Modern Data Stack Expertise

Experts in the modern data stack (dbt, Airflow, Spark). They write clean, maintainable code and focus on data quality from day one.

Senior Data Architect
5
Navigating Complex GDPR and Analytics Requirements

They helped us navigate complex GDPR requirements while building our analytics lake. Their consultants are both technical and business-savvy.

Project Manager (Insurance)
5
Top-Tier Knowledge Transfer and Internal Training

The training they provided to our internal data team was top-tier. They don't just build; they transfer knowledge effectively.

Verified User (Finance Sector)

10 mapped reviews · 12 published quotes

Showing 9 of 12, ranked by display order then recency.

Rating distribution
5
10
4
0
3
0
2
0
1
0

Ratings aggregate 12 reviews at the average shown above.

Transparent profile intelligence

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.

Tier 1 · Authoritative
Regulators, registries, certifications, signed client evidence.
Highest evidentiary weight
Tier 2 · Independent
Credible media, industry bodies, partner directories, third-party datasets.
Strong with attribution and recency
Tier 3 · Provider-controlled
Company site, case studies, press releases, structured submissions.
Accepted as a claim; verification raises weight
Tier 4 · Discovery-only
Directory listings, aggregations, and early discovery signals.
Used 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 →
Ready to evaluate this provider

Move from discovery to a focused conversation.

Your enquiry goes to the RankGlobal research team, not the provider's sales inbox. Sending it does not affect their ranking.

Before you reach out

What RankGlobal holds on file for DS STREAM, and the three things worth confirming directly once you're in touch.

Primary category
MLOps & Infrastructure
Primary industry
Retail, Wholesale & Consumer Goods
Typical budget
$10K - $50K
Team size
50-100 employees
  1. 1
    Name the use case

    Say which MLOps & Infrastructure problem you are evaluating, so the research team can route your message accurately.

  2. 2
    Pressure-test the budget band

    The $10K - $50K band on file is a profile-level figure. Ask what a scope like yours actually lands at.

  3. 3
    Ask for a reference

    Request a client reference in Retail, Wholesale & Consumer Goods — the strongest industry signal on this profile.

Enquire about DS STREAM

Three fields. Anything longer belongs on the full contact page, linked below.