Amazon FinSpace

Amazon FinSpace is a data management and analytics service built specifically for the financial services industry. It reduces the time you spend on time-consuming data preparation tasks and makes it easy for analysts to access and analyze petabytes of financial data with a few clicks.

Amazon FinSpace publishes 6 APIs on the APIs.io network, including Environments API, Kdb Clusters API, Kdb Databases API, and 3 more. Tagged areas include Capital Markets, Data Analytics, Data Management, and Financial Services.

The Amazon FinSpace catalog on APIs.io includes 1 JSON-LD context and 2 Spectral governance rulesets.

Amazon FinSpace’s developer surface includes authentication, developer portal, documentation, support, engineering blog, developer console, signup flow, and 15 more developer resources.

🌐 Visit website 📡 Source on GitHub

62.0/100 strong ▼ -6.5 Agent 44/100 agent ready Full breakdown ↓
scored 2026-07-28 · rubric v0.6

AccessFreemiumSelf serve⚡ Free to try

6 APIs 7 Features 5 Use Cases

Capital MarketsData AnalyticsData ManagementFinancial Services

Kin Score

Kin Score How this is scored →
scored 2026-07-28 · rubric v0.6

Composite quality — 62.0/100 · strong

Contract Quality 17.6 / 25

Developer Ergonomics 9.1 / 20

Commercial Clarity 13.7 / 20

Operational Transparency 6.8 / 13

Governance 8.3 / 12

Discoverability 6.5 / 10

Agent readiness — 44/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

MCP Server 0 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 8 / 8

Request/Response Examples 7 / 7

Rate-Limit Signaling 7 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/amazon-finspace: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

APIs 6

Individual APIs this provider publishes, each with its own machine-readable definition.

Amazon FinSpace Environments API

Manage FinSpace environments

Amazon FinSpace Kdb Clusters API

Manage kdb compute clusters

Amazon FinSpace Kdb Databases API

Manage kdb databases

Amazon FinSpace Kdb Environments API

Manage Managed kdb Insights environments

Amazon FinSpace Kdb Users API

Manage kdb users

Amazon FinSpace Tagging API

Tag FinSpace resources

Postman Collections 6

Ready-to-run Postman collections for exercising this provider's APIs.

Amazon FinSpace Environments API

POSTMAN

Amazon FinSpace Environments Kdb Clusters API

POSTMAN

Amazon FinSpace Environments Kdb Databases API

POSTMAN

Amazon FinSpace Environments Kdb Environments API

POSTMAN

Amazon FinSpace Environments Kdb Users API

POSTMAN

Amazon FinSpace Environments Tagging API

POSTMAN

Open Collections 1

Open, tool-agnostic API collections (OpenAPI-derived and Bruno).

Amazon FinSpace API

OPEN COLLECTION

Pricing Plans 1

Published pricing tiers and plan structures.

Amazon Finspace Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Amazon Finspace Rate Limits

5 limits

RATE LIMITS

FinOps 1

Cost, billing, and metering signals for API financial operations.

Amazon Finspace Finops

FINOPS

Features 7

Notable capabilities this provider offers.

Managed kdb Environment

Fully managed kdb+ (kdb+/q) compute infrastructure with HDB, RDB, Gateway, and Tickerplant cluster types.

Financial Analytics Workspace

Isolated FinSpace environments with preconfigured tools for financial data ingestion, preparation, and analysis.

Petabyte-Scale Data

Store and query petabytes of financial time-series data including tick, OHLCV, and alternative datasets.

kdb+ Cluster Autoscaling

Configure auto-scaling policies for kdb clusters to match intraday compute demand.

Multi-AZ Clusters

Deploy kdb clusters across multiple availability zones for high availability.

IAM-Integrated Users

Map FinSpace kdb users to IAM roles for fine-grained permission control.

SageMaker Integration

Access financial data from FinSpace environments directly within Amazon SageMaker Studio.

Scroll for all 7

Semantic Vocabularies 1

JSON-LD contexts and semantic vocabularies used across these APIs.

Amazon Finspace Context

5 classes · 22 properties

JSON-LD

Spectral Rules 2

Spectral governance rulesets for linting and validating these APIs.

Amazon FinSpace API Rules

5 rules · 3 warnings 2 info

SPECTRAL

Amazon FinSpace API Rules

11 rules · 1 errors 9 warnings 1 info

SPECTRAL

JSON Schema 5

Standalone JSON Schema definitions for this provider's data models.

Environment

12 properties

JSON SCHEMA

KxCluster

23 properties

JSON SCHEMA

KxDatabase

6 properties

JSON SCHEMA

KxEnvironment

18 properties

JSON SCHEMA

KxUser

6 properties

JSON SCHEMA

JSON Structure 5

JSON Structure definitions describing this provider's data shapes.

Amazon Finspace Environment Structure

0 properties

JSON STRUCTURE

Amazon Finspace Kx Cluster Structure

0 properties

JSON STRUCTURE

Amazon Finspace Kx Database Structure

0 properties

JSON STRUCTURE

Amazon Finspace Kx Environment Structure

0 properties

JSON STRUCTURE

Amazon Finspace Kx User Structure

0 properties

JSON STRUCTURE

Examples 5

Example request and response payloads for these APIs.

Amazon Finspace Environment Example

10 fields

EXAMPLE

Amazon Finspace Kx Cluster Example

11 fields

EXAMPLE

Amazon Finspace Kx Database Example

6 fields

EXAMPLE

Amazon Finspace Kx Environment Example

11 fields

EXAMPLE

Amazon Finspace Kx User Example

6 fields

EXAMPLE

Security Posture 4

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Amazon Finspace Authentication

apiKey · 1 scheme

SECURITY

Amazon Finspace Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Amazon Finspace Vulnerability Disclosure

security.txt · contact published

SECURITY

Amazon Finspace Trust Center

PCI DSS, HIPAA, FedRAMP, GDPR, FIPS 140

SECURITY

Agentic Access 1

Recommended x-agentic-access execution contracts for AI agents.

Amazon Finspace Agentic Access

20 operations · 11 acting

AGENTIC

Use Cases 5

What developers build with this provider.

Tick Data Management

Ingest, store, and query high-frequency market tick data (trades, quotes, order books) using kdb+ clusters.

Risk Analytics

Run intraday risk calculations and post-trade analytics on financial time-series data at low latency.

Quantitative Research

Provide quants and data scientists with managed kdb environments for backtesting and strategy development.

Regulatory Reporting

Aggregate and transform trade and order data for regulatory submissions and compliance.

Alternative Data Processing

Ingest and correlate alternative datasets (news, satellite, ESG) with market data for signal generation.

Resources

Get Started 3

Portal, sign-up, and the first successful call

Portal

Portal

Console

Console

Signup

Signup

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess

AgenticAccess

Design & Contract 3

Pagination, idempotency, versioning, errors, and events

SpectralRules

SpectralRules

Vocabulary

Vocabulary

JSONLD

JSONLD

Build 2

SDKs, sample code, and the tooling you integrate with

PostmanWorkspace

PostmanWorkspace

GitHubOrganization

GitHubOrganization

Access & Security 4

Authentication, authorization, and security posture

TrustCenter

TrustCenter

VulnerabilityDisclosure

VulnerabilityDisclosure

DomainSecurity

DomainSecurity

Authentication

Authentication

Learn 1

Tutorials, courses, talks, and written guidance

YouTube

YouTube

Operate 3

Status, limits, changes, and where to get help

Support

Support

StatusPage

StatusPage

StackOverflow

StackOverflow

Commercial 2

Pricing, plans, and the legal terms of use

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Source (apis.yml)

aid: amazon-finspace
name: Amazon FinSpace
description: Amazon FinSpace is a data management and analytics service built specifically for the financial services industry.
  It reduces the time you spend on time-consuming data preparation tasks and makes it easy for analysts to access and analyze
  petabytes of financial data with a few clicks.
type: Index
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  label: Freemium · Self-serve signup
  confidence: high
  source:
  - plans
  - authentication
  generated: '2026-07-22'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/amazon-finspace.png
tags:
- AWS
- Capital Markets
- Data Analytics
- Data Management
- Financial Services
url: https://raw.githubusercontent.com/api-evangelist/amazon-finspace/refs/heads/main/apis.yml
created: '2026-03-16'
modified: '2026-05-19'
specificationVersion: '0.19'
apis:
- aid: amazon-finspace:amazon-finspace-environments-api
  name: Amazon FinSpace Environments API
  description: Manage FinSpace environments
  humanURL: https://aws.amazon.com/finspace/
  baseURL: https://finspace.amazonaws.com
  tags:
  - Environments
  properties:
  - type: OpenAPI
    url: openapi/amazon-finspace-environments-api-openapi.yml
  - type: Documentation
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
  - type: JSONSchema
    url: json-schema/amazon-finspace-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-cluster-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-database-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-user-schema.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-cluster-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-database-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-user-structure.json
  - type: Examples
    url: examples/amazon-finspace-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-cluster-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-database-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-user-example.json
  - type: GettingStarted
    url: https://aws.amazon.com/finspace/getting-started/
  - type: Pricing
    url: https://aws.amazon.com/finspace/pricing/
  - type: FAQ
    url: https://aws.amazon.com/finspace/faqs/
  - type: APIReference
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
- aid: amazon-finspace:amazon-finspace-kdb-clusters-api
  name: Amazon FinSpace Kdb Clusters API
  description: Manage kdb compute clusters
  humanURL: https://aws.amazon.com/finspace/
  baseURL: https://finspace.amazonaws.com
  tags:
  - Kdb Clusters
  properties:
  - type: OpenAPI
    url: openapi/amazon-finspace-kdb-clusters-api-openapi.yml
  - type: Documentation
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
  - type: JSONSchema
    url: json-schema/amazon-finspace-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-cluster-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-database-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-user-schema.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-cluster-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-database-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-user-structure.json
  - type: Examples
    url: examples/amazon-finspace-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-cluster-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-database-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-user-example.json
  - type: GettingStarted
    url: https://aws.amazon.com/finspace/getting-started/
  - type: Pricing
    url: https://aws.amazon.com/finspace/pricing/
  - type: FAQ
    url: https://aws.amazon.com/finspace/faqs/
  - type: APIReference
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
- aid: amazon-finspace:amazon-finspace-kdb-databases-api
  name: Amazon FinSpace Kdb Databases API
  description: Manage kdb databases
  humanURL: https://aws.amazon.com/finspace/
  baseURL: https://finspace.amazonaws.com
  tags:
  - Kdb Databases
  properties:
  - type: OpenAPI
    url: openapi/amazon-finspace-kdb-databases-api-openapi.yml
  - type: Documentation
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
  - type: JSONSchema
    url: json-schema/amazon-finspace-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-cluster-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-database-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-user-schema.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-cluster-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-database-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-user-structure.json
  - type: Examples
    url: examples/amazon-finspace-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-cluster-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-database-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-user-example.json
  - type: GettingStarted
    url: https://aws.amazon.com/finspace/getting-started/
  - type: Pricing
    url: https://aws.amazon.com/finspace/pricing/
  - type: FAQ
    url: https://aws.amazon.com/finspace/faqs/
  - type: APIReference
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
- aid: amazon-finspace:amazon-finspace-kdb-environments-api
  name: Amazon FinSpace Kdb Environments API
  description: Manage Managed kdb Insights environments
  humanURL: https://aws.amazon.com/finspace/
  baseURL: https://finspace.amazonaws.com
  tags:
  - Kdb Environments
  properties:
  - type: OpenAPI
    url: openapi/amazon-finspace-kdb-environments-api-openapi.yml
  - type: Documentation
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
  - type: JSONSchema
    url: json-schema/amazon-finspace-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-cluster-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-database-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-user-schema.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-cluster-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-database-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-user-structure.json
  - type: Examples
    url: examples/amazon-finspace-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-cluster-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-database-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-user-example.json
  - type: GettingStarted
    url: https://aws.amazon.com/finspace/getting-started/
  - type: Pricing
    url: https://aws.amazon.com/finspace/pricing/
  - type: FAQ
    url: https://aws.amazon.com/finspace/faqs/
  - type: APIReference
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
- aid: amazon-finspace:amazon-finspace-kdb-users-api
  name: Amazon FinSpace Kdb Users API
  description: Manage kdb users
  humanURL: https://aws.amazon.com/finspace/
  baseURL: https://finspace.amazonaws.com
  tags:
  - Kdb Users
  properties:
  - type: OpenAPI
    url: openapi/amazon-finspace-kdb-users-api-openapi.yml
  - type: Documentation
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
  - type: JSONSchema
    url: json-schema/amazon-finspace-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-cluster-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-database-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-user-schema.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-cluster-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-database-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-user-structure.json
  - type: Examples
    url: examples/amazon-finspace-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-cluster-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-database-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-user-example.json
  - type: GettingStarted
    url: https://aws.amazon.com/finspace/getting-started/
  - type: Pricing
    url: https://aws.amazon.com/finspace/pricing/
  - type: FAQ
    url: https://aws.amazon.com/finspace/faqs/
  - type: APIReference
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
- aid: amazon-finspace:amazon-finspace-tagging-api
  name: Amazon FinSpace Tagging API
  description: Tag FinSpace resources
  humanURL: https://aws.amazon.com/finspace/
  baseURL: https://finspace.amazonaws.com
  tags:
  - Tagging
  properties:
  - type: OpenAPI
    url: openapi/amazon-finspace-tagging-api-openapi.yml
  - type: Documentation
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
  - type: JSONSchema
    url: json-schema/amazon-finspace-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-environment-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-cluster-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-database-schema.json
  - type: JSONSchema
    url: json-schema/amazon-finspace-kx-user-schema.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-environment-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-cluster-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-database-structure.json
  - type: JSONStructure
    url: json-structure/amazon-finspace-kx-user-structure.json
  - type: Examples
    url: examples/amazon-finspace-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-environment-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-cluster-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-database-example.json
  - type: Examples
    url: examples/amazon-finspace-kx-user-example.json
  - type: GettingStarted
    url: https://aws.amazon.com/finspace/getting-started/
  - type: Pricing
    url: https://aws.amazon.com/finspace/pricing/
  - type: FAQ
    url: https://aws.amazon.com/finspace/faqs/
  - type: APIReference
    url: https://docs.aws.amazon.com/finspace/latest/management-api/fs-api-welcome.html
common:
- type: PostmanWorkspace
  url: https://www.postman.com/kinlaneapi/amazon-finspace/overview
- type: AgenticAccess
  url: agentic-access/amazon-finspace-agentic-access.yml
- type: TrustCenter
  url: security/amazon-finspace-trust-center.yml
- type: VulnerabilityDisclosure
  url: security/amazon-finspace-vulnerability-disclosure.yml
- type: DomainSecurity
  url: security/amazon-finspace-domain-security.yml
- type: Authentication
  url: authentication/amazon-finspace-authentication.yml
- type: Portal
  url: https://aws.amazon.com/finspace/
- type: Website
  url: https://aws.amazon.com/finspace/
- type: Documentation
  url: https://docs.aws.amazon.com/finspace/
- type: TermsOfService
  url: https://aws.amazon.com/service-terms/
- type: PrivacyPolicy
  url: https://aws.amazon.com/privacy/
- type: Support
  url: https://aws.amazon.com/premiumsupport/
- type: Blog
  url: https://aws.amazon.com/blogs/industries/financial-services/
- type: GitHubOrganization
  url: https://github.com/aws
- type: Console
  url: https://console.aws.amazon.com/finspace/
- type: Signup
  url: https://portal.aws.amazon.com/billing/signup
- type: StatusPage
  url: https://health.aws.amazon.com/health/status
- type: YouTube
  url: https://www.youtube.com/user/AmazonWebServices
- type: StackOverflow
  url: https://stackoverflow.com/questions/tagged/amazon-finspace
- type: SpectralRules
  url: rules/amazon-finspace-spectral-rules.yml
- type: Vocabulary
  url: vocabulary/amazon-finspace-vocabulary.yaml
- type: JSONLD
  url: json-ld/amazon-finspace-context.jsonld
- type: Features
  data:
  - name: Managed kdb Environment
    description: Fully managed kdb+ (kdb+/q) compute infrastructure with HDB, RDB, Gateway, and Tickerplant cluster types.
  - name: Financial Analytics Workspace
    description: Isolated FinSpace environments with preconfigured tools for financial data ingestion, preparation, and analysis.
  - name: Petabyte-Scale Data
    description: Store and query petabytes of financial time-series data including tick, OHLCV, and alternative datasets.
  - name: kdb+ Cluster Autoscaling
    description: Configure auto-scaling policies for kdb clusters to match intraday compute demand.
  - name: Multi-AZ Clusters
    description: Deploy kdb clusters across multiple availability zones for high availability.
  - name: IAM-Integrated Users
    description: Map FinSpace kdb users to IAM roles for fine-grained permission control.
  - name: SageMaker Integration
    description: Access financial data from FinSpace environments directly within Amazon SageMaker Studio.
- type: UseCases
  data:
  - name: Tick Data Management
    description: Ingest, store, and query high-frequency market tick data (trades, quotes, order books) using kdb+ clusters.
  - name: Risk Analytics
    description: Run intraday risk calculations and post-trade analytics on financial time-series data at low latency.
  - name: Quantitative Research
    description: Provide quants and data scientists with managed kdb environments for backtesting and strategy development.
  - name: Regulatory Reporting
    description: Aggregate and transform trade and order data for regulatory submissions and compliance.
  - name: Alternative Data Processing
    description: Ingest and correlate alternative datasets (news, satellite, ESG) with market data for signal generation.
- type: Integrations
  data:
  - name: Amazon S3
    description: Store and retrieve kdb database snapshots and bulk financial data files.
  - name: AWS KMS
    description: Encrypt FinSpace environments and kdb databases with customer-managed KMS keys.
  - name: AWS IAM
    description: Control user and application access to FinSpace resources with IAM roles and policies.
  - name: Amazon SageMaker
    description: Access FinSpace datasets and kdb environments from SageMaker Studio notebooks.
  - name: Amazon CloudWatch
    description: Monitor kdb cluster health, query performance, and resource utilization metrics.
  - name: AWS Transit Gateway
    description: Connect kdb environments to on-premises networks and other VPCs via Transit Gateway.
  - name: Amazon VPC
    description: Deploy kdb clusters in isolated VPC networking with security group controls.
- type: Integrations
  url: https://aws.amazon.com/marketplace
integrations:
- name: Sign in
- name: Agent Mode
- name: Why AWS Marketplace?
- name: Get started in AWS Marketplace
- name: Industry
- name: Resources
- name: Become a Channel Partner
- name: Sell in AWS Marketplace
- name: Manage Your Account
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com