Artificial Intelligence Software
Encord
Encord is a multimodal data platform for curating, annotating, and evaluating datasets used to develop AI systems.
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 |
Related software discovery paths
Use cases
Filters
Editorial selection
Software for Google Cloud in 2026
Artificial Intelligence Software
V7 Darwin
V7 Darwin is a visual data-labeling platform for AI teams. It supports AI-assisted annotation, review workflows, and integrations with cloud storage and…
Contact vendor
Artificial Intelligence Software
Arthur AI
Arthur provides AI observability, evaluation, governance, and agent discovery tools for teams operating AI applications.
$0 / month
Artificial Intelligence Software
Fiddler AI
Fiddler AI monitors and evaluates predictive models and AI agents, with guardrails for detecting unsafe outputs and sensitive information.
$0 / month
Artificial Intelligence Software
Anyscale
Anyscale is a managed platform built on Ray for developing, deploying, and scaling distributed Python and AI workloads across cloud and customer-managed…
AC 0.0135/hr (CPU Only); AC 0.5682/hr (NVIDIA T4); AC 0.9542/hr (NVIDIA L4); AC 1.3635/hr (NVIDIA A10G); AC 4.9591/hr (NVIDIA A100) / hour
S
Artificial Intelligence Software
Seldon Core
Seldon Core is a Kubernetes-focused framework for deploying and operating machine-learning models and inference pipelines. Core 2 includes model serving, traffic experiments,…
Developer Tools
Kedro
Kedro is an open-source Python framework for building modular, reproducible data science and data engineering pipelines. It provides project structure, pipeline assembly,…
$0 / perpetual
Developer Tools
ZenML
ZenML is an open-source MLOps framework for building and running machine-learning and AI pipelines across local and cloud infrastructure.
Free
Developer Tools
Metaflow
Metaflow is an open-source Python framework for developing, tracking, and deploying data science, machine learning, and AI workflows across local and cloud…
$0 / perpetual
Artificial Intelligence Software
Kubeflow
Kubeflow is an open-source, Kubernetes-based platform for building and operating machine-learning workflows, including notebooks, training, pipelines, and model serving.
$0 / No subscription