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Paulet Wairagu
Paulet Wairagu

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NoSQL Deployment

  • On-premises Deployment:

    • Full control over hardware and software configurations.
    • Compliance with regulatory requirements.
    • High upfront costs and limited scalability.
  • Cloud Deployment:

    • Scalability based on demand.
    • Cost-effectiveness with pay-as-you-go pricing.
    • Reliance on internet connectivity and security concerns.
  • Hybrid Deployment:

    • Flexibility to distribute data and workloads.
    • Enhanced disaster recovery capabilities.
    • Integration complexities and increased management overhead.
  • Database as a Service (DBaaS):

    • Reduced administrative overhead.
    • Rapid deployment without extensive expertise.
    • Limited control over underlying infrastructure and security considerations.
  • Containerized Deployment:

    • Portability across environments.
    • Resource efficiency with lightweight containers.
    • Orchestration complexity and learning curve for teams.
  • Serverless Deployment:

    • Automatic provisioning and scaling based on demand.
    • Cost savings through efficient resource utilization.
    • Limited control over infrastructure and applicability concerns for certain workloads.

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We built pgai Vectorizer to simplify embedding management for AI applications—without needing a separate database or complex infrastructure. Since launch, developers have created over 3,000 vectorizers on Timescale Cloud, with many more self-hosted.

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