Software Alternatives & Startups

refern. VS DUMMY DATABASE

Compare refern. VS DUMMY DATABASE and see what are their differences

refern.

A visual reference manager for creatives. Organize your reference library and build moodboards on an infinite canvas, all in one desktop app.

Rating
0 reviews
Pricing
Paid Free trial $30 / One-off
DUMMY DATABASE

Generate and manage synthetic datasets easily with DUMMY DATABASE

Rating
0 reviews
Pricing
Free Free trial
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Productivity popularity
100% vs 0%
alternatives listed
15 vs 5

Base details

Website, pricing, platforms and company facts side by side.

refern.
DUMMY DATABASE
Website refern.app dummydatabase.com
Pricing
Paid Free trial $30 / One-off Official pricing
Free Free trial Official pricing
Platforms
Desktop Windows Linux MacOS +1
Web
Company Startup from Canada · 1 - 9 employees · 2026 Startup from Serbia · 1 - 9 employees · 2024
Listed in

About refern. and DUMMY DATABASE

In their own words, as submitted to SaaSHub.

refern.
DUMMY DATABASE

refern is a local-first desktop app for collecting, organizing, and working with visual references. The library side gives you folders, hierarchical tags, smart folders, ratings, color labels, color search by hex, image-to-image visual similarity, and more than 14 typed search operators, all...

Read more about refern.

Dummy Database is built to solve a simple, yet annoying problem — generating realistic test datasets quickly, without writing scripts or juggling Excel files. It’s designed for: - Developers needing dummy databases for prototyping & testing. - Analysts and BI specialists preparing demo...

Read more about DUMMY DATABASE

Features and specs

What each product offers, as listed by its team.

refern. 31 features
DUMMY DATABASE 3 features
  • Infinite Canvas
    Arrange references on an infinite spatial canvas with layers, text, and groups.
  • Canvas Drawing & Shapes
    Freehand pen with pressure, eraser, 9 shape tools, and color swatches.
  • In-App Image Cropping
    Crop images in place or save as a new copy, with crop provenance tracked.
  • Image Filters
    Adjust brightness, contrast, saturation, and hue on images and canvas elements.
  • Never Copies Your Files
    References images from your own folders. No proprietary library, no doubled disk.
  • Relationship Graph View
    Navigate your library as a graph of folders, tags, canvases, and linked images.
  • Visual Similarity Search
    Find similar images locally with a built-in feature vector. No uploads, no API cost.
  • Color Search
    Search your library by hex code or dominant color with fast local scoring.
  • Operator Search
    Full-text search with 16 inline operators like type:, tag:, rating:>=3, and color:.
  • Hierarchical Tags
    Parent-child hierarchies, tag groups, linked tags, and macros for bulk tagging.
  • Smart Folders
    Saved multi-condition searches that stay up to date automatically.
  • Image Grouping
    Stack related references into groups shown as fan cards in the grid.
  • Cross-References & Backlinks
    Link any asset to any other and see backlinks across folders and canvases.
  • Grid Layout Modes
    Masonry, justified, and horizontal layouts, set globally or per folder.
  • Duplicate Detection
    Find duplicate images by perceptual hash with an is:duplicate query.
  • Metadata Management
    Rating, color labels, description, notes, source URL, creator, and custom fields.
  • Directory Metadata Presets
    Auto-apply tags and metadata when files are added to a folder.
  • EXIF / IPTC / XMP Import
    Read embedded tags and ratings from images for DAM interoperability.
  • Import Staging
    Drag, drop, or paste images into a staging area with metadata pre-fill and dedup.
  • Browser Extension
    Save images from the web with hover buttons and batch save (Chrome, Firefox, Safari).
  • Eagle Import
    Migrate an existing Eagle library into refern.
  • Disk Sync
    Detect external file changes and reconcile your library with what is on disk.
  • Timed Study Mode
    Full-screen reference practice sessions with configurable duration and count.
  • Pin Window On Top
    Always-on-top mode keeps references visible while you work.
  • Window Transparency
    Adjustable window opacity for overlay reference.
  • Click-Through Mode
    Interact with apps beneath the transparent window.
  • Desktop Screenshot Tool
    Capture your screen directly into your library.
  • Scales to Millions of Images
    Streaming indexer handles 2M+ file libraries with bounded memory.
  • RAW & HEIC Support
    Decodes camera RAW, HEIC, SVG, and standard image formats into thumbnails.
  • Directory Customization
    Custom folder icons, cover images, and backgrounds in the tree and grid.
  • Local-First & Private
    Works fully offline. No account, no telemetry. Files stay on your disk.
  • Relations Datasets Generation
    Automatically create realistic, interlinked datasets that preserve relational integrity between tables — perfect for simulating multi-table databases for testing, analytics, and demos.
  • Sequence of Events
    Define and generate realistic event chains with time dependencies, probabilities, and conditional paths — ideal for modeling user journeys, workflows, or process mining scenarios.
  • Built-in SQL Editor
    Instantly query, filter, and transform generated datasets without leaving the platform — no need for external tools or database setup.

Analysis

An editorial look at what each product does well and who it suits.

refern.
DUMMY DATABASE

Overall verdict

  • Refern (refern.app) is a solid referral and networking platform that helps professionals and businesses streamline referrals, connect with trusted contacts, and grow through word-of-mouth. It offers a clean interface and useful tools for managing and tracking referrals, making it a worthwhile choice for those looking to leverage their networks.

Why this product is good

  • Simplifies the process of giving and receiving referrals
  • Helps build and maintain a trusted professional network
  • Offers tracking and management tools to monitor referral activity
  • User-friendly interface that reduces friction for both parties
  • Can drive business growth through word-of-mouth and warm introductions

Recommended for

  • Freelancers and independent professionals seeking new clients
  • Small businesses that rely on referrals for growth
  • Sales and business development teams
  • Professionals looking to expand their trusted network
  • Anyone wanting to organize and track referral relationships more effectively

Overall verdict

  • I don't have verified information about 'DUMMY DATABASE' (dummydatabase.com) as a specific product or service, so I can't provide a reliable assessment of its quality or legitimacy.

Why this product is good

  • No verified data available about this specific domain or service in my knowledge base
  • The name suggests it could be a placeholder, test site, or example domain rather than an active commercial product
  • Without access to real-time browsing, I cannot verify current site content, reviews, or reputation
  • Domain names like 'dummy' are often used for testing or demonstration purposes rather than real services

Recommended for

  • Users should independently verify this website by checking domain registration details, WHOIS information, and recent user reviews
  • Consider using tools like Trustpilot, BBB, or domain age checkers before engaging with this site
  • If you encountered this name in a specific context, provide more details for a more accurate assessment

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
refern.
DUMMY DATABASE
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
100% 100%

Questions & Answers

As answered by people managing refern. and DUMMY DATABASE.

What's the story behind your product?

refern.'s answer

I'm an artist, and too often I was frustrated: I couldn't find the right pictures, I struggled to organize and keep track of my reference images, and I was juggling too many apps when all I wanted to do was draw. I wanted one tool that could do it all, with every component well integrated. So I made refern.

DUMMY DATABASE's answer:

Began as a project for myself to be able to have custom datasets for testing purpose I've decided that it could be useful for wider audience and finalized it as a full-stack web project

What makes your product unique?

refern.'s answer

The flow of collecting references for art usually goes like this:

find references and inspiration online -> save and organize those images -> use them on their own or in a moodboard -> reuse them for the next project or share them with others

Normally that means a different app for each step. refern does all of it in one place, with every part built to work together.

DUMMY DATABASE's answer:

A free, all-in-one data generation platform that builds everything from simple tables to full relational databases with advanced controls, unique event sequences, ERD visualization, built-in SQL querying, and multiple export formats — no limits, no paywalls.

Why should a person choose your product over its competitors?

refern.'s answer

Most tools solve only one part of the reference workflow, so artists end up juggling several. refern combines them in one app: Eagle-style organization and search, a PureRef-style infinite canvas, and an Obsidian-style graph of how your references connect. It never copies your files, so it doesn't double your disk usage. It runs on Windows, macOS, and Linux, works fully offline, and is a $30 one-time purchase with no subscription. Built in Rust, it stays fast even on libraries with hundreds of thousands of images.

DUMMY DATABASE's answer:

Unlike other data generators, DUMMY DATABASE gives you full relational database creation, unique event simulations, advanced control over every field, built-in SQL querying, and generous free limits — so you can go from idea to test-ready data without restrictions, subscriptions, or hidden fees

How would you describe the primary audience of your product?

refern.'s answer

Individual artists and creative professionals: illustrators, concept artists, digital painters, designers, and photographers. They collect and organize large libraries of visual references, build moodboards, and study from reference. refern is built for solo creators rather than teams, spanning hobbyists and students through working professionals.

DUMMY DATABASE's answer:

  • Developers needing dummy databases for prototyping & testing.
  • Analysts and BI specialists preparing demo dashboards.
  • QA engineers creating data scenarios for testing.
  • SQL learners who want practice datasets on demand.

Which are the primary technologies used for building your product?

refern.'s answer

refern is a Tauri v2 desktop app with a Rust backend and a React 19 (with React Compiler) plus TypeScript frontend. Data is stored locally in SQLite (rusqlite) with FTS5 full-text search. The interface uses Tailwind CSS, Zustand, and TanStack Query, with motion/react for animation. The infinite canvas and graph view are built on react-three-fiber and three.js. Thumbnailing, perceptual hashing, and color and visual similarity run in Rust with rayon and SIMD.

DUMMY DATABASE's answer:

Python, Flask, HTML, CSS, Bootstrap, Redis, PostgreSQL, JavaScript

User comments

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When comparing refern. and DUMMY DATABASE, you can also consider the following products.