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Developer Tools
Pachyderm
Pachyderm runs data-driven, containerized pipelines with data versioning and lineage for machine learning and large-scale data workflows.
TechZella Directory
Software for Google Cloud in 2026
List of Google Cloud Software | Last updated: November 12, 2026
This page lists the 15 tools in the TechZella directory that are classified under Google Cloud, a platform in our taxonomy. Every profile summarises what the product does, who it suits, what it costs, and where it falls short, based on documented vendor and independent sources rather than hands-on testing. Examples in this group include ClickHouse, Databricks Lakehouse, GATK, Google BigQuery, Google Cloud Speech-to-Text, Magnolia CMS, Manhattan Active WMS and Manhattan Associates Active Supply Chain; the list is alphabetical and does not imply a ranking. Across these tools the industries most often documented are Financial Services, Healthcare, Manufacturing, Information Technology. The most common documented use cases are Business Analytics, Demand forecasting, supply chain analytics, Workflow automation. Tools here are most often also filed under Artificial Intelligence Software, Cloud Infrastructure, Developer Tools, Cloud Security. To compare options, open each profile and read the Decision Snapshot, the pricing and total cost sections, and the Gotchas, then check the alternatives listed for the products you are considering. Features, pricing and availability change, so confirm current details with each vendor before you decide.
Editorial guide
About Google Cloud software
This page lists the 15 tools in the TechZella directory that are classified under Google Cloud, a platform in our taxonomy. Every profile summarises what the product does, who it suits, what it costs, and where it falls short, based on documented vendor and independent sources rather than hands-on testing. Examples in this group include ClickHouse, Databricks Lakehouse, GATK, Google BigQuery, Google Cloud Speech-to-Text, Magnolia CMS, Manhattan Active WMS and Manhattan Associates Active Supply Chain; the list is alphabetical and does not imply a ranking. Across these tools the industries most often documented are Financial Services, Healthcare, Manufacturing, Information Technology. The most common documented use cases are Business Analytics, Demand forecasting, supply chain analytics, Workflow automation. Tools here are most often also filed under Artificial Intelligence Software, Cloud Infrastructure, Developer Tools, Cloud Security. To compare options, open each profile and read the Decision Snapshot, the pricing and total cost sections, and the Gotchas, then check the alternatives listed for the products you are considering. Features, pricing and availability change, so confirm current details with each vendor before you decide.
Related context
Explore Google Cloud through related software needs
These links use TechZella's existing product-to-taxonomy relationships. They are navigation aids, not independent endorsements.
Directory
Software listed under Google Cloud
Browse the current directory listings and open individual profiles for detailed feature, pricing and evidence information.
Quick comparison
Google Cloud Software
| # | Software / Tool | Best For | TechZella Score | User Rating | Pricing |
|---|---|---|---|---|---|
| 1 | Encord | Encord is a multimodal data platform for curating, annotating, and evaluating datasets… | 8.2/10 | — | See pricing |
| 2 | Anyscale | Anyscale is a managed platform built on Ray for developing, deploying, and… | 8.0/10 | — | AC 0.0135/hr (CPU Only); AC 0.5682/hr (NVIDIA T4);… |
| 3 | Kedro | Kedro is an open-source Python framework for building modular, reproducible data science… | 7.8/10 | — | $0 |
| 4 | V7 Darwin | V7 Darwin is a visual data-labeling platform for AI teams. It supports… | 7.8/10 | — | Contact vendor |
| 5 | Fiddler AI | Fiddler AI monitors and evaluates predictive models and AI agents, with guardrails… | 7.7/10 | — | $0 / $0.002 per trace |
| 6 | Arthur AI | Arthur provides AI observability, evaluation, governance, and agent discovery tools for teams… | 7.2/10 | — | $0 / $60 |
| 7 | ZenML | ZenML is an open-source MLOps framework for building and running machine-learning and… | 7.1/10 | — | Free / $399/month |
| 8 | Metaflow | Metaflow is an open-source Python framework for developing, tracking, and deploying data… | 7.0/10 | — | $0 |
| 9 | Seldon Core | Seldon Core is a Kubernetes-focused framework for deploying and operating machine-learning models… | 6.7/10 | — | See pricing |
| 10 | Kubeflow | Kubeflow is an open-source, Kubernetes-based platform for building and operating machine-learning workflows,… | 6.4/10 | — | $0 |
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Editorial selection
Software for Google Cloud in 2026
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Open Source Software
GATK
GATK is Broad Institute software for genomic variant discovery, genotyping and sequencing-data processing, with tools and workflows for germline and somatic analyses.
Free / No subscription
Artificial Intelligence Software
SAS Viya
SAS Viya is a data and AI platform for preparing data, developing and governing models, analyzing results, and operationalizing decisions.
Request a quote / Quote-based
Developer Tools
Matillion
Matillion provides data pipeline and integration software for analytics and AI workflows, with visual, SQL, and Python development and Maia AI assistance.
Not publicly listed / Usage-based
Cloud Infrastructure
Starburst Data
Starburst provides managed and self-managed Trino-based data platforms for querying and governing data across distributed sources.
$0 / month
Developer Tools
ClickHouse
ClickHouse is an open-source, column-oriented SQL database for analytical workloads. It is available as self-managed software or as the managed ClickHouse Cloud…
$0
Artificial Intelligence Software
Databricks Lakehouse
Databricks Lakehouse combines data storage, engineering, SQL analytics, governance, and AI workloads on a cloud-based platform built around open table formats.
Starting at $0.22 / DBU for data warehousing / Usage-based
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Cloud Infrastructure
Google BigQuery
Google BigQuery is a managed cloud data warehouse for SQL analytics, data integration, and machine learning. It supports on-demand queries and reserved…
Free / month
Cloud Infrastructure
Snowflake
Snowflake is a managed cloud data platform for storing, processing, analyzing, and sharing data. It provides SQL, developer tools, data collaboration, and…
$0 / 30 days
Artificial Intelligence Software
Sigma Computing
Sigma is a cloud analytics and application platform that queries supported data warehouses and databases. It combines spreadsheet-style workbooks, dashboards, writeback workflows,…
$0 / 7 days