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phData

MLOps & Infrastructure · Predictive Analytics · Automation & WorkflowMinneapolis, USAFounded 2014

phData delivers end‑to‑end modern data stack services—AI/ML, data engineering, migrations, analytics, elastic operations, and advisory—to build, run, and scale data and AI solutions for enterprises.

4.8
Average rating
11
Mapped reviews
100%
Profile coverage

Company & commercials

Primary category
MLOps & Infrastructure
Team size
250+ employees
Typical budget
$100K+
Primary industry
Healthcare & Life Sciences
Provider overview

A clear view of what phData does best.

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

Company profile
MLOps & Infrastructure provider for Healthcare & Life Sciences

phData delivers end‑to‑end modern data stack services—AI/ML, data engineering, migrations, analytics, elastic operations, and advisory—to build, run, and scale data and AI solutions for enterprises. RankGlobal maps its primary capability to Data Engineering for AI within MLOps & Infrastructure, with supporting relevance to Demand Forecasting, Inventory Optimization. Its strongest supplied industry signals align with HealthTech Platforms, Consumer Packaged Goods (CPG/FMCG), General Manufacturing.

See how this profile was mapped →
Primary AI category
MLOps & Infrastructure
Strongest industry signal
Healthcare & Life Sciences
Engagement profile·$100K+·250+ employees·Service
Mapped capabilities · 3 categories
Technology

Platforms, methods and technical signals

SnowflakeFivetranCoalescedbt LabsAWSTableauSigma

Tools and platforms named in phData's supplied company profile.

Expertise

Named expertise on file

  • Snowflake Ecosystem Mastery

    Serving as a top-tier partner for Snowflake data warehousing, migrations, and analytics.

    SnowflakeData WarehousingCloud Data
  • Agentic Activation

    Building autonomous AI agents that interact with enterprise data to automate complex research and reporting tasks.

    Agentic AIRAGData Science
  • Elastic Operations

    Providing specialized managed services to run and automate the operations of modern data infrastructure.

    Managed ITData OpsSRE
RankGlobal provider intelligence
Analyst brief

Mapped Evidence Report

A decision-support view of phData, 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 rating4.75 · median 4.83
Mapped reviews11 · median 10
Profile completeness100% · median 100%
Taxonomy breadth18 · median 20
Signal radar
Multi-dimensional evidence
RatingReviewsCoverageBreadth
This profile (percentile) Peer median
Capability mix
Mapped category signal
MLOps & Infrastructure88%
Predictive Analytics88%
Automation & Workflow80%

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

Mapped industries
3 industries on the map
3
Healthcare & Life Sciences50%
Retail, Wholesale & Consumer Goods25%
Manufacturing & Industrial25%

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

Evidence mix
Mapping grades
Direct39% · 7
Supported56% · 10
Adjacent6% · 1

Imported mapping grades across 18 taxonomy mappings — not a search ranking.

RankGlobal analyst interpretation

What the mapped signals say

phData presents as a strong evidence profile for MLOps & Infrastructure. It ranks in the 60th percentile of 668 published providers in MLOps & Infrastructure, and 11 reviews back the commercial profile.

Current positioning: P60 evidence quality · P42 industry breadth
Strongest signals
Evidence-backed strength in MLOps & Infrastructure is the profile's clearest signal in the mapped taxonomy.
Best user fit
Healthcare & Life Sciences buyers evaluating MLOps & Infrastructure at a $100K+ engagement size.
Confirm before engagement
Confirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
Client feedback signals
11
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.

4 mapped subindustries
Direct
Consumer Packaged Goods (CPG/FMCG)

Source industry: Retail & CPG

88% mapping confidence
Client feedback

What clients say.

Reviews and ratings published for this provider.

Before phData there was a limit to the number of suppliers we could check out with at any point. With AI agents, we now have the ability to update tens of millions of price points in real time. Everyone has the opportunity to win the buy box.

Tom Jaklitsch, Co-Founder & CTO
5
Streaming Data Lakes via Specialized Master AI

The masters of Snowflake and Cloudera. They turn massive data lakes into actionable streams for our machine learning models.

ML Engineer
5
Building Secure Environments via Exceptional Strategic AI

Exceptional at data governance. They built a secure environment that allows our analysts to work without risking compliance.

CTO, Finance
5
Bridging Data-Value Gaps via Specialized Transparent AI

They bridge the gap between raw data and business value. Their 'intentional transparency' makes them a pleasure to work with.

Innovation VP
5
Automating Model Retraining via Specialized High-Depth AI

Very high technical depth in MLOps. They automated our entire model retraining pipeline, saving us weeks of manual work.

Tech Lead
5
Scaling On-Prem Cloud via Specialized Effective AI

Highly effective for rapid scaling. They helped us move our legacy on-prem data to the cloud in record time.

Product Mgr
5
Reducing Cloud Costs by 30% via Specialized High-ROI AI

Great ROI for data infrastructure. We’ve seen a 30% reduction in cloud costs thanks to their optimization strategies.

Finance Head
5
Leading Global Data Hubs via Reliable Specialized AI

Reliable performance and professional delivery. A leader in the global data engineering and AI strategy hub.

Ops Director
5
Solving Project Issues via Exceptional Strategic AI Support

Exceptional communication. Their 'open-door' policy with leadership ensures that any project issues are solved immediately.

Support Lead

10 mapped reviews · 11 published quotes

Showing 9 of 11, ranked by display order then recency.

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

Ratings aggregate 11 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 phData, and the three things worth confirming directly once you're in touch.

Primary category
MLOps & Infrastructure
Primary industry
Healthcare & Life Sciences
Typical budget
$100K+
Team size
250+ 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 $100K+ 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 Healthcare & Life Sciences — the strongest industry signal on this profile.

Enquire about phData

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