What is SeekDB a simple guide for beginners

You can think of seekdb as a smart database from OceanBase that helps you find and use information quickly. It brings together different types of data—like text, numbers, and even complex data such as vectors—in one place. This makes it easy for you to build and run AI-powered tools. Many people now want search engines that understand what they need, and the market for AI search technology is growing fast.

• The global AI search engine market reached about USD 16.28 billion in 2024.

• Experts expect it to grow to USD 50.88 billion by 2033.

• More websites and apps use these tools because people want smarter, more personal search results.

What is SeekDB

SeekDB Overview

You may ask what makes seekdb special. Seekdb is a new search database from OceanBase. It keeps many kinds of data together. This includes text, numbers, vectors, JSON, and location data. You do not need to use different tools for each type. You can store and search all your data in one place.

Seekdb is unique because it uses many search methods. You can do vector search, full-text search, and normal queries at once. This helps you get the best results fast. Seekdb also has AI features built in. You can do things like text embedding, reranking, and large language model inference inside the database. This makes your searches smarter and more helpful.

Here is a table that shows how seekdb is different from older search databases:

Seekdb lets you build apps that need fast and smart search. You can use it for knowledge bases, document Q&A, and smart customer service. Many businesses use seekdb to make their data easy to find and use.

Core Purpose

Seekdb’s main goal is to bring different data types together and make searching smarter. You can connect text, numbers, vectors, and more in one database. This means you can run advanced AI tasks right inside seekdb. You do not need extra tools.

• Seekdb lets you mix many data types for hybrid search and AI workflows.

• You can use seekdb for knowledge bases, document Q&A, and smart customer service.

Seekdb fits with new trends in AI and data. You can work with data in real time and get smart search results. Seekdb lets you use relational, vector, text, JSON, and GIS data models together. This is important for apps that need fast and correct answers.

Tip: If you want to build smart apps with many data types, seekdb gives you the tools you need.

Here is a table that shows where seekdb is used now:

Seekdb gives you one place to manage, search, and use your data. You can build smarter tools and apps that help people find what they need faster.

SeekDB Features

Hybrid Search

You can use seekdb to search many types of data at once. Hybrid search means you can find information using both keywords and meaning. Seekdb combines vector-based semantic search with traditional keyword search. This helps you get results from structured data like tables and unstructured data like documents. You can run one query and get answers from text, numbers, and even images. This makes your searches more accurate and useful.

Tip: Hybrid search helps you find what you need, even if you do not know the exact words.

Multi-Model Support

Seekdb supports many data models. You can store and search data as text, numbers, vectors, JSON, and GIS (location data). This means you do not need different tools for each type of data. You can keep everything in one place and use it together. Here is a table that shows how seekdb compares to other databases:

Seekdb gives you more options for storing and searching your data. You can build apps that use many kinds of information.

In-Database AI

Seekdb lets you use AI features inside the database. You do not need to move your data to another tool. You can create text embeddings, rerank results, and use large language models right where your data lives. This makes your apps faster and smarter.

• China Unicom built a smart knowledge base with seekdb. They managed private documents and improved how fast they found answers.

• Ant Baibaoxiang used seekdb for real-time search. Their agents found information quickly and accurately.

• Seekdb supports real-time writing and keeps your data safe and correct. You can handle many types of data and run AI tasks directly in the database.

• Seekdb scored 73.70 on the LOCOMO Benchmark. It reduced token use by 96%, which lowers costs for AI tasks.

Note: In-database AI helps you build smart apps without extra steps. You save time and resources.

You can use seekdb to create apps that search, analyze, and learn from your data. Seekdb brings together hybrid search, multi-model support, and in-database AI to help you build intelligent solutions.

How SeekDB Works

Workflow Basics

You may wonder what seekdb does when you use it. The workflow has clear steps from adding data to getting answers. Here are the main steps:

1. Ingestion — First, you put data into seekdb. This data can come from APIs, logs, IoT devices, or systems that handle transactions.

2. Validation — Seekdb checks your data for structure and quality. This step helps you avoid problems later.

3. Transformation — The database cleans and changes your data. It makes sure everything is ready for searching and AI tasks.

4. Storage — Seekdb keeps your data safe. You can use a Data Lake or Data Warehouse, depending on what you need.

5. Consumption — You use dashboards, reports, or machine learning models to turn your data into useful insights.

Tip: Each step helps you keep your data neat and ready for smart searches.

Architecture

Seekdb uses a strong design to give you fast and steady results. The system brings together different search methods and data types. You can see how the main features work in the table below:

Seekdb’s design supports real-time writing and searching. You get full ACID compliance, so your data stays correct and safe. The system can grow easily, so you can handle more users or bigger data sets without slowing down.

Note: The design helps you build smart apps that work quickly and stay reliable.

Why Use SeekDB

Benefits

You want a database that helps you work smarter and faster. Seekdb gives you many benefits that make your job easier. You can store different types of data in one place. This means you do not need to switch between tools. You save time and avoid mistakes.

Seekdb lets you search using both keywords and meaning. You get more accurate results. You can use AI features right inside the database. You do not need to move your data to another system. Your searches become faster and smarter.

You can trust your data with seekdb. The system keeps your information safe and correct. You can handle real-time updates and large amounts of data. Seekdb grows with your needs. You can start small and scale up when your data grows.

Tip: Seekdb helps you build smart apps quickly. You can go from idea to working product in minutes.

Here is a table that shows the main benefits:

Use Cases

You can use seekdb in many ways. Here are some common examples:

• Build a knowledge base for your company. You help your team find answers fast.

• Create a document Q&A system. You let users ask questions and get smart replies.

• Improve customer service. Your agents find information quickly and help customers better.

• Support AI-powered apps on devices or at the edge. You run smart features close to where data is created.

• Help developers with coding tasks. You give them tools that suggest code or fix errors.

Note: Seekdb fits many industries. You can use it in business, education, or technology.

You choose how to use seekdb. The system adapts to your needs and helps you build better solutions.

Getting Started with SeekDB

Setup Steps

You can start using seekdb in just a few steps. The process is simple and quick. Here is a guide to help you get started:

1. Download SeekDB
   Visit the official OceanBase website. Download the latest version of seekdb for your operating system.

2. Install SeekDB
   Follow the installation instructions. You can use a simple command in your terminal or command prompt.

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pip install seekdb

This command works if you use Python. SeekDB supports Python, so you can write scripts and build apps easily.

3. Initialize Your Database
   Open your Python environment. Import seekdb and create a new database.

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import seekdb
db = seekdb.connect('my_database')

4. Add Your Data
   You can add text, numbers, vectors, JSON, or location data. SeekDB lets you store all types in one place.

5. Run Your First Search
   Use the minimalist API to search your data. You can write simple queries and get results fast.

Tip: You can deploy seekdb on your laptop, server, or cloud. Choose the option that fits your needs.

Requirements

You need a few things before you start:

SeekDB works with many setups. You can use it for small projects or large applications. The flexible deployment options let you run seekdb as an embedded database or in client/server mode.

Note: Make sure your system meets these requirements. This helps you avoid problems and get the best performance.

SeekDB lets you handle and search different kinds of data easily. You can use hybrid search and multi-model support. In-database AI helps you make smart apps. SeekDB is simple for beginners to set up and use. The API is easy, and Python works well with it. You can get started fast. If you want to make smart tools, SeekDB has what you need.

Give SeekDB a try and see how you can make better solutions with less work.

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• Database industry knowledge

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