Software & product engineering

Database Development

AIGard designs and optimizes databases that match your workload, whether transactional, analytical or vector search. We also migrate and tune existing databases.

What we deliver

Database Development, end to end.

  • Data modeling and schema design
  • Query and index optimization
  • Database migration and upgrades
  • Replication, backup and recovery
  • Vector databases for AI search
  • Access control and encryption

Right fit

Where it fits.

  • Queries are slow as data grows
  • You're migrating to a new database or the cloud
  • A new product needs its data model designed
  • You're adding semantic search or RAG

Technologies

PostgreSQLSnowflakeBigQueryDatabricksPineconeWeaviateSupabase

How we work

Easy to engage. Easy to scale.

Vetting, contracts and delivery, engineered to raise your team’s velocity and cut your overhead.

Vetted Senior Talent

We accept the top 1% of engineers, so you only work with proven talent.

Every engineer is assessed on technical depth, problem-solving and communication before joining a client team. Our engineers average eight to ten years of hands-on experience, so they contribute from the first sprint instead of learning on your budget.

Timezone-Aligned Management

Product and project managers in your time zone, wherever your engineers are.

Our client engagement team is distributed globally. You get a product or project manager who works your hours, joins your meetings live and keeps delivery moving across time zones, so nothing waits overnight for an answer.

AI-Native Engineering

Engineers who build with AI, and build AI into your product.

Our teams use AI tooling across design, coding, testing and documentation to ship faster, and they have production experience with LLM applications, machine learning and MLOps. You get AI capability inside the team rather than from a separate vendor.

Full-Stack Capabilities

One team, from roadmap to production support.

Strategy, product engineering, cloud, data, AI and QA under one roof, across eight practice areas. The people who plan your architecture are the same people who build, ship and run it.

Scalable Teams

Start with one engineer. Grow to several teams.

Add or reduce capacity as your roadmap changes, and move between staff augmentation, dedicated teams and outsourcing without changing partner. We handle hiring, onboarding and replacements.

Standard MSAs & SOWs

Clear paperwork, so work starts sooner.

We work under a master services agreement with a statement of work for each engagement, so scope, responsibilities and terms are written down before anything starts. Adding a team or a project means a new SOW, not a new negotiation.

NDAs & IP Protection

Everything we build belongs to you.

NDAs are signed before any access is given, and IP assignment is part of every contract in every engagement model. Your code, models and data stay yours.

Enterprise-Grade Security

Security handled. Compliance built in.

Engineers work inside your environment under least-privilege access. Our practices align with ISO 27001, SOC 2, GDPR and HIPAA, with PII masking, encryption and audit logging built into data work.

Managed Delivery

We manage delivery, quality and people.

Team leads run sprints, demos and reporting; we handle retention, performance and handovers. You set direction and see progress in the open, without managing every engineer.

Work with our Database Development experts.Talk to an expert →

FAQ

Database Development. Answered.

What does AIGard’s Database Development service include?

AIGard designs and optimizes databases that match your workload, whether transactional, analytical or vector search. We also migrate and tune existing databases.

The work typically covers:

  • Data modeling and schema design
  • Query and index optimization
  • Database migration and upgrades
  • Replication, backup and recovery
  • Vector databases for AI search
  • Access control and encryption

When is Database Development the right investment?

Database Development is usually the right investment in one or more of these situations:

  • Queries are slow as data grows
  • You're migrating to a new database or the cloud
  • A new product needs its data model designed
  • You're adding semantic search or RAG

On a 30-minute scoping call we confirm whether it fits your case and recommend a team shape and first milestones.

Can AIGard migrate our database without downtime?

In most cases AIGard can keep database migration downtime to a short cutover window by using replication. We plan and rehearse the migration before carrying it out.

What is achievable depends on the database and the workload, so we review the existing setup before committing to an approach. Planning also covers backup and recovery, and we say plainly if a particular migration calls for a longer interruption.

Does AIGard work with vector databases?

Yes, AIGard works with vector databases. We use Pinecone, Weaviate and PostgreSQL-based vector search for retrieval and semantic search.

This work typically supports teams adding semantic search or retrieval-augmented generation to a product. We recommend the option that matches your workload, and we review your existing databases before advising whether a separate vector database is needed.

How does AIGard approach a new software product or platform?

We begin with discovery: goals, users, constraints and measures of success. From that we propose scope, architecture, milestones and a team shape in writing before build work starts.

Delivery then runs in iterations with regular demos, so you see working software early and can adjust direction with evidence.

Can AIGard work with software another team built?

Yes. We start with a review of the code and architecture, then agree what to keep, refactor or replace.

That gives you a clear assessment of the current state before you commit to further investment.

Which technologies does AIGard use for Database Development?

For Database Development, AIGard engineers typically work with PostgreSQL, Snowflake, BigQuery, Databricks, Pinecone, Weaviate and Supabase.

The stack is selected to fit the systems you already run, and engineers are matched to it before they join.

How is Database Development delivered?

Database Development is available through any of AIGard’s three engagement models: staff augmentation, where engineers join your team; a dedicated team that runs the workstream; or software outsourcing, where AIGard delivers a defined project.

The choice depends on how much of the delivery you want to manage, and it can change later under the same agreement.

How quickly can AIGard engineers start?

Engineers typically start within two to four weeks of the scoping call. The exact date depends on the roles, seniority and number of people required.

We confirm a realistic start date in writing before you commit, and you meet the proposed engineers before work begins.

How much does it cost to work with AIGard?

AIGard engineers typically cost 30–50% less than the fully loaded cost of a comparable US-based hire, with no recruiting fees, benefits overhead or insurance costs on your side.

The figure for a specific engagement depends on the model, the roles, the seniority mix and the size of the team. We issue a written proposal after the scoping call, so the commercial terms are agreed before any work starts.

How does AIGard protect our data and systems?

NDAs are signed before any access is given, and engineers work inside your environment under least-privilege access, with permissions limited to their responsibilities.

Access is reviewed as roles change and removed when work ends. Our practices align with ISO 27001, SOC 2, GDPR and HIPAA, with PII masking, encryption and audit logging built into data work. We review your access policies, data-handling needs and vendor requirements during scoping.

Who owns the code, models and intellectual property?

You do. Intellectual property assignment is written into every contract, in every engagement model.

That covers source code, designs, documentation, data, models and prompts produced for you. Third-party components and their licenses are identified, so ownership is clear at handover.

Next step

Let’s talk about Database Development.

Thirty minutes. You leave with an engagement model, a team shape and first milestones.

No obligation. We reply by email to arrange a 30-minute call. Or browse solutions