81+ Terms

Database & AI Glossary

A comprehensive reference of database, AI, analytics, and automation terms. Understand the technology behind modern data-driven organizations.

81 terms found

Analytics

A/B Testing

A statistical method of comparing two versions of something to determine which performs better.

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Database

ACID

A set of properties (Atomicity, Consistency, Isolation, Durability) that guarantee reliable database transactions.

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AI & ML

Agentic AI

AI systems that can autonomously plan, execute multi-step tasks, use tools, and adapt based on results.

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Database

Aggregation

A SQL operation that computes a single result from a set of values, such as SUM, COUNT, AVG, MIN, or MAX.

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Automation

Alerting

Automated notifications triggered when database metrics or query results meet specified conditions or thresholds.

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Integration

API

Application Programming Interface—a set of protocols that allows different software applications to communicate.

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Business

ARR

Annual Recurring Revenue—the yearly value of recurring subscription revenue, typically MRR multiplied by 12.

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Analytics

Business Intelligence

Technologies, practices, and strategies for collecting, integrating, analyzing, and presenting business data to support decision-making.

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Analytics

Churn Rate

The percentage of customers or subscribers who stop using a product or service during a given time period.

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Analytics

Cohort Analysis

An analytical technique that groups users by a shared characteristic over time to identify behavioral patterns.

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Business

Compliance

Adherence to laws, regulations, standards, and internal policies governing how data is collected, stored, and used.

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Security

Connection Pooling

A technique that reuses database connections across multiple requests to improve performance and resource usage.

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Business

Conversion Rate

The percentage of users who complete a desired action out of the total number who had the opportunity to do so.

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Automation

Cron

A time-based job scheduling system that runs commands or scripts at specified times and intervals.

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Database

CTE

Common Table Expression—a temporary named result set in SQL that makes complex queries more readable and reusable.

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Business

Customer Acquisition Cost

The total cost of acquiring a new customer, including marketing, sales, and onboarding expenses.

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Business

Customer Lifetime Value

The total revenue a business can expect from a single customer account over the entire duration of their relationship.

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Business

Data Democratization

Making data accessible to all stakeholders in an organization regardless of their technical expertise.

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Business

Data Governance

The overall management of data availability, usability, integrity, and security within an organization.

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Security

Data Masking

A technique that obscures sensitive data by replacing it with realistic but fake values to protect privacy.

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Integration

Data Pipeline

An automated series of data processing steps that moves and transforms data from sources to destinations.

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Analytics

Data Quality

The measure of data's fitness for its intended purpose in terms of accuracy, completeness, consistency, and timeliness.

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Core Concepts

Data Visualization

The graphical representation of data and information using charts, graphs, maps, and other visual formats.

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Database

Data Warehouse

A centralized repository optimized for analytical queries across large volumes of historical data from multiple sources.

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Business

Data-Driven Decision Making

The practice of basing business decisions on data analysis and interpretation rather than intuition alone.

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Automation

Database Automation

The use of software to perform recurring database tasks—backups, monitoring, alerts, and report generation—without manual intervention.

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Integration

Database Connector

A software component that enables applications to connect and communicate with specific database systems.

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Core Concepts

Database Dashboard

A visual interface that displays key database metrics and query results in real-time charts, graphs, and tables.

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AI & ML

Embedding

A numerical vector representation of text, data, or objects that captures semantic meaning for AI processing.

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Security

Encryption at Rest

The encryption of stored data on disk to protect it from unauthorized physical or logical access.

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Database

ETL

Extract, Transform, Load—a data integration process that moves data from source systems into a data warehouse.

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AI & ML

Few-Shot Learning

An AI technique where a model learns to perform a task from just a few examples provided in the prompt.

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AI & ML

Fine-Tuning

The process of further training a pre-trained AI model on specific data to improve performance on a particular task.

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Database

Foreign Key

A column in one table that references the primary key of another table, establishing a link between them.

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Analytics

Funnel Analysis

A method of tracking and analyzing the sequential steps users take toward a desired conversion or goal.

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AI & ML

Hallucination

When an AI model generates plausible-sounding but factually incorrect or fabricated information.

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Database

Index

A database structure that speeds up data retrieval by creating an optimized lookup path for specific columns.

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Database

Join

A SQL operation that combines rows from two or more tables based on a related column between them.

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Analytics

KPI

Key Performance Indicator—a measurable value that demonstrates how effectively an organization is achieving its objectives.

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AI & ML

Large Language Model

An AI model trained on vast text data that can understand and generate human language, powering text-to-SQL and conversational AI.

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Database

Migration

A version-controlled change to a database schema, such as adding tables, columns, or modifying constraints.

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Business

MRR

Monthly Recurring Revenue—the predictable total revenue generated from all active subscriptions in a month.

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Business

Multi-Tenancy

A software architecture where a single instance serves multiple customers while keeping their data isolated.

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Database

MySQL

One of the world's most popular open-source relational databases, widely used for web applications.

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AI & ML

Natural Language Processing

A branch of AI focused on enabling computers to understand, interpret, and generate human language.

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Core Concepts

Natural Language Query

A database query expressed in everyday human language rather than a formal query language like SQL.

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Business

Net Revenue Retention

The percentage of recurring revenue retained from existing customers including expansions, contractions, and churn.

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Database

Normalization

The process of organizing database tables to reduce data redundancy and improve data integrity.

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Database

NoSQL

A category of databases that store data in non-tabular formats such as documents, key-value pairs, graphs, or wide columns.

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Analytics

OLAP

Online Analytical Processing—a computing approach optimized for complex analytical queries across large datasets.

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Database

ORM

Object-Relational Mapping—a technique that lets developers interact with databases using programming language objects instead of SQL.

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Database

PostgreSQL

An advanced open-source relational database known for extensibility, standards compliance, and robust feature set.

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Database

Primary Key

A column or set of columns that uniquely identifies each row in a database table.

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AI & ML

Prompt Engineering

The practice of crafting effective instructions and context for AI models to produce desired outputs.

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Database

Query Optimization

The process of improving a SQL query's execution speed and resource usage without changing the results.

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AI & ML

RAG

Retrieval-Augmented Generation—an AI technique that enhances LLM responses by retrieving relevant context from external data sources.

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Analytics

Real-Time Analytics

The practice of analyzing data immediately as it is created or received, enabling instant insights and actions.

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Database

Relational Database

A database that organizes data into structured tables with rows and columns, linked by defined relationships.

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Database

Replication

The process of copying and maintaining database data across multiple servers for redundancy and performance.

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Integration

REST API

A web API design pattern using HTTP methods to perform CRUD operations on resources identified by URLs.

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Analytics

Retention Analysis

The measurement of how many users continue to use a product or service over time.

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Security

Role-Based Access Control

A security model that restricts database access based on user roles and permissions within an organization.

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Security

Row-Level Security

A database feature that restricts which rows a user can access based on policies tied to their identity.

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Business

SaaS Metrics

A set of key performance indicators specific to subscription-based software businesses.

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Automation

Scheduled Query

A database query configured to run automatically at specified times or intervals.

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Core Concepts

Schema

The structural blueprint of a database that defines tables, columns, data types, relationships, and constraints.

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Business

Self-Service Analytics

An approach where business users can access and analyze data independently without relying on data teams.

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Analytics

Semantic Layer

An abstraction layer that translates complex database structures into business-friendly terms and metrics.

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AI & ML

Semantic Search

Search that understands the meaning and intent behind queries rather than just matching keywords.

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Database

SQL

Structured Query Language—the standard programming language for managing and querying relational databases.

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Security

SQL Injection

A security vulnerability where malicious SQL code is inserted into queries through user inputs.

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Integration

SSO

Single Sign-On—an authentication scheme that allows users to log into multiple applications with one set of credentials.

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Database

Stored Procedure

A precompiled set of SQL statements stored in the database that can be executed as a single unit.

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Core Concepts

Text-to-SQL

The process of converting natural language questions into structured SQL queries that can be executed against a database.

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Database

Transaction

A sequence of database operations that are treated as a single logical unit—either all succeed or all are rolled back.

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AI & ML

Transformer

A neural network architecture using self-attention mechanisms, forming the foundation of modern LLMs.

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AI & ML

Vector Database

A database designed to store and efficiently query high-dimensional vector embeddings for similarity search.

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Database

View

A virtual table based on a stored SQL query that presents data from one or more tables in a specific format.

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Automation

Webhook

An HTTP callback that delivers real-time data to other applications when a specified event occurs.

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Database

Window Function

A SQL function that performs calculations across a set of rows related to the current row without collapsing them.

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Automation

Workflow

A sequence of automated steps triggered by an event or schedule that processes data and takes actions.

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