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Mode VS ViewForge

Compare Mode VS ViewForge and see what are their differences

Mode

A complete analytical toolkit, free forever

Rating
0 reviews
Alternatives Is it good?
ViewForge

Year/Make/Model fitment search for Shopify. 8 verticals, Smart Parse, and your data in Shopify metaobjects — not a vendor database. Free tier, Pro at $49.

Rating
0 reviews
Pricing
Freemium Free trial $19 / Monthly ($19/month Starter 1,000 products, custom templates, CSV import)
Alternatives Is it good?
EcomIQX
EcomIQX scores every product in your catalog on content health, keyword coverage and AI search visibility, then rewrites the weak ones in your brand voice. sponsored
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?

Based on our record, Mode seems to be more popular. It has been mentioned 16 times since March 2021.

social mentions
16 vs 0
Data Dashboard popularity
100% vs 0%

Base details

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

Mode
ViewForge
Website mode.com normalview.pro
Pricing
Official pricing
Freemium Free trial $19 / Monthly ($19/month Starter 1,000 products, custom templates, CSV import) Official pricing
Platforms —
Shopify
Company — Startup from the United States · 1 - 9 employees · 2026
Listed in
Business Intelligence Data Dashboard Data Visualization Analytics +1
eCommerce Tools Custom Search Fitment

About Mode and ViewForge

In their own words, as submitted to SaaSHub.

Mode
ViewForge

No description of Mode yet.

ViewForge is a Year Make Model (YMM) parts finder for Shopify. Shoppers pick their vehicle, machine or device from cascading dropdowns and see only the parts that fit. Fitment search works across eight verticals — auto, motorcycle, tractor, marine, power equipment, bicycle, printer and...

Read more about ViewForge

Features and specs

What each product offers, as listed by its team.

Mode 6 features
ViewForge 9 features
  • Ease of Use
    Mode offers a user-friendly interface that is intuitive and easy to navigate, making it accessible for users with varying levels of technical proficiency.
  • Collaborative Features
    Mode facilitates collaboration by allowing multiple users to work together on reports and dashboards simultaneously, enhancing teamwork and productivity.
  • Integrated SQL Editor
    The platform includes a built-in SQL editor, making it easy for users to write and execute SQL queries without needing external tools.
  • Interactive Dashboards
    Mode provides dynamic and interactive dashboards that enable users to drill down into data and gain insights quickly.
  • Data Source Integration
    The platform supports integration with a wide variety of data sources, allowing users to centralize their data analysis efforts in one place.
  • Python and R Support
    Mode supports both Python and R, offering data scientists and analysts the flexibility to conduct advanced statistical analysis and modeling within the platform.

Possible disadvantages

  • Cost
    The pricing structure can be expensive for small organizations or individual users, potentially making it less accessible for those with limited budgets.
  • Learning Curve
    While Mode is user-friendly, there can be a learning curve for users who are not familiar with SQL or other data analytic tools.
  • Performance Issues
    Some users have reported performance issues, such as slow load times and lag when dealing with large datasets.
  • Limited Advanced Visualization
    While Mode offers a variety of basic visualization options, it may lack the advanced and customizable visualization capabilities found in other BI tools.
  • Dependency on SQL Knowledge
    Mode relies heavily on SQL for data analysis, which may pose a challenge for users who do not have a strong background in SQL programming.
  • Customer Support
    Some users have reported that customer support can be slow to respond and may not always provide satisfactory solutions to more complex issues.
  • Fitment Information
    Cascading Year/Make/Model fitment search, up to four levels
  • Vertical integration nobody else has
    8 built-in vertical templates, plus custom templates on paid tiers
  • Shopify Metaobjects
    Fitment stored as native Shopify metaobjects — your data survives uninstall
  • Smart Data Processing
    Smart Parse: extract fitment from existing product titles and descriptions, with confidence scoring
  • CSV Import/Export
    CSV import with fuzzy matching and a coverage dashboard
  • ACES / PIES
    ACES / PIES import and NHTSA VIN decoding
  • My Garage
    Saved-vehicle garage, compatibility table, and product-page fit notice
  • Context Aware Fitment Search
    Collection-level fitment assignment
  • No Obligations
    Free tier with no expiry, up to 50 products

Analysis

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

Mode
ViewForge

Overall verdict

  • Mode is considered a robust tool for data analysis and visualization, especially for organizations requiring rapid insights and collaboration across different roles within data teams. It effectively bridges the gap between data engineering, analysis, and business strategy.

Why this product is good

  • Mode (mode.com) is a comprehensive data analysis and business intelligence platform that is praised for its ability to quickly combine SQL, Python, and R in a collaborative data analytics environment. It offers powerful visualization tools and seamless integration with data warehouses, making it useful for data teams needing to analyze and share insights efficiently. Its user-friendly interface and collaborative features make it easy for cross-functional teams to work together on data projects.

Recommended for

  • Data Analysts
  • Data Scientists
  • Business Intelligence Teams
  • Organizations with strong SQL, Python, or R usage
  • Teams requiring seamless collaboration across data roles

No analysis of ViewForge yet.

Videos

Walkthroughs and reviews on video.

Mode 1 video + Add
ViewForge 1 video + Add

How Mode Analytics designs for both new and power users

ViewForge: YMM Search & Filter

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
Mode
ViewForge
100% 100%
Data Dashboard
0% 0%
0% 0%
eCommerce Tools
100% 100%
100% 100%
Business Intelligence
0% 0%
0% 0%
Custom Search
100% 100%

Questions & Answers

As answered by people managing Mode and ViewForge.

What makes your product unique?

ViewForge's answer:

Three things. (1) Data ownership: ViewForge writes fitment as Shopify metaobjects native to your store — most competitors store fitment in their own database. (2) 8 verticals out of the box: auto, motorcycle, tractor, marine, power equipment, bicycle, printer, electronics — most competitors are automotive-only. (3) Smart Parse: extract fitment automatically from your existing product titles and descriptions instead of re-typing everything.

Why should a person choose your product over its competitors?

ViewForge's answer:

Data ownership. Fitment lives in your Shopify metaobjects, so uninstalling does not take your compatibility data with it. Convermax, EasySearch and PartFinder all keep it in their own databases, and getting it back depends on their export tooling on the day you cancel.

Cost at the low end. The search widget, the compatibility table on the product page and the saved-vehicle garage are all on the free tier, up to 50 products, with no expiry. EasySearch puts the table and the garage behind its $75/month Premium plan. Convermax starts at $250/month.

Automotive and non-automotive coverage. Eight built-in templates, and fully custom templates from $19/month, for catalogs that do not decompose into Year/Make/Model at all.

How would you describe the primary audience of your product?

ViewForge's answer:

Shopify merchants whose customers need to know whether a part fits before they will buy it — and who do not have an engineer on staff to build that themselves.

Concretely: auto and truck parts retailers, powersports and motorcycle dealers, tractor and agricultural parts sellers, marine and outboard suppliers, small-engine and power equipment stores, bicycle and e-bike component shops, printer supply merchants, and electronics accessory sellers.

Catalog sizes run from a few dozen products on the free tier up into the tens of thousands; it is running in production on a catalog of roughly 40,000 SKUs. The common thread is not the industry — it is that "does this fit my thing" is the question deciding the sale.

What's the story behind your product?

ViewForge's answer:

ViewForge came out of agency work. Normal View was building for a parts retailer running roughly 12,000 SKUs who needed fitment search, and every app we evaluated stored the merchant's compatibility data in the vendor's own database.

That is a strange trade when you look at it directly. Fitment data is genuinely expensive to produce — it is weeks of work — and the merchant would not own the result. It would belong to whichever app happened to be installed that year.

Shopify metaobjects made a different answer possible: write fitment as native structured data inside the merchant's own store. The theme reads it, the Storefront API queries it, Admin GraphQL exports it, and it is still there after an uninstall. That decision is what the rest of the app is built around.

Everything else came from real catalogs rather than a roadmap. Eight verticals exist because a tractor catalog is not Year/Make/Model. Smart Parse exists because that retailer had already written fitment into 12,000 product titles, and nobody was ever going to retype them.

Which are the primary technologies used for building your product?

ViewForge's answer:

  • TypeScript
  • Shopify metaobjects, as the fitment data store
  • Shopify theme app extensions for the storefront components: fitment search, saved-vehicle garage, compatibility table, product-page fit notice
  • Shopify Storefront API, for querying fitment from the theme
  • Shopify Admin GraphQL API, for writing and exporting fitment records
  • NHTSA vehicle database, for VIN decoding
  • ACES and PIES XML parsing, for automotive catalog import

User comments

Share your experience with using Mode and ViewForge. For example, how are they different and which one is better?

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

Mode no reviews yet
ViewForge no reviews yet

We have no reviews of ViewForge yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Mode 16 mentions
ViewForge 0 mentions
  • Mysterious Depeche Mode Show in the 80's
    I’ve seen a concert ticket from Turin for that tour. And the ticket stub is identical to that poster. If you go on depeche mode.com and check past tours. Go on music for masses tour and scroll down to Turin ( view ticket). I’m guessing... Source: over 3 years ago
  • SQL tips
    The sql training by mode.com is good enough, then go through leetcode or datalemur for practice. Source: over 3 years ago
  • Ask HN: Who is hiring? (September 2022)
    Mode | HQ - San Francisco, CA or Remote (US) | REMOTE | https://mode.com | VISA Mode is building a world-class platform for data scientists, analysts, and everyone else who needs to ask and answer questions with data. Our product is an... - Source: Hacker News / about 4 years ago

View more

Tracking ViewForge since Aug 2026.

Alternatives to Mode and ViewForge

When comparing Mode and ViewForge, you can also consider the following products.

  • Looker

    Looker makes it easy for analysts to create and curate custom data experiences—so everyone in the business can explore the data that matters to them, in the context that makes it truly meaningful.

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  • Chartio

    Chartio is a powerful business intelligence tool that anyone can use.

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  • Domo

    Domo: business intelligence, data visualization, dashboards and reporting all together. Simplify your big data and improve your business with Domo's agile and mobile-ready platform.

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  • Tableau

    Tableau can help anyone see and understand their data. Connect to almost any database, drag and drop to create visualizations, and share with a click.

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  • Mixpanel

    Mixpanel is the most advanced analytics platform in the world for mobile & web.

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  • Sisense

    The BI & Dashboard Software to handle multiple, large data sets.

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