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Taboola VS ViewForge

Compare Taboola VS ViewForge and see what are their differences

Taboola

Drive traffic to your site, blog or video, or monetize your site with the largest platform for content recommendation, audience acquisition, and native advertising.

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?
Boostero
Boostero is an SMM panel for fast, reliable social media growth across 23+ platforms. Real engagement, 24/7 support, trusted by customers in 125+ countries since 2020. 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, Taboola seems to be more popular. It has been mentioned 3 times since March 2021.

social mentions
3 vs 0
Advertising popularity
100% vs 0%

Base details

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

Taboola
ViewForge
Website realize.com normalview.pro
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
Advertising Marketing Ad Networks Ad Servers +1
eCommerce Tools Custom Search Fitment

About Taboola and ViewForge

In their own words, as submitted to SaaSHub.

Taboola
ViewForge

No description of Taboola 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.

Taboola 5 features
ViewForge 9 features
  • Reach and Audience
    Taboola boasts an extensive network of publishers which can help advertisers reach a broad and diverse audience, increasing the potential for engagement and conversions.
  • Targeting Capabilities
    Advanced targeting options allow for refined audience segmentation based on demographics, interests, and behavior, ensuring ads are shown to the most relevant users.
  • Cost-Effective
    Compared to traditional advertising platforms, Taboola often offers competitive pricing, making it an attractive option for businesses looking to maximize their ROI.
  • User-Friendly Interface
    Taboola provides an intuitive platform that is easy to navigate, making it accessible to users with various levels of expertise in digital advertising.
  • Content Discovery
    By promoting content as recommendations, Taboola helps in enhancing the discoverability of branded content, increasing organic traffic to the advertiser’s site.

Possible disadvantages

  • Quality Control
    Given the large volume of content, there can be variability in the quality of publishers and the audience, which might affect the overall effectiveness of some campaigns.
  • Ad Placement Transparency
    Advertisers may not have complete control over where their ads appear, leading to potential placement on lower-quality sites that could impact brand reputation.
  • Creative Limitations
    The ad format is primarily focused on native advertising, which can limit the creativity and flexibility for brands that prefer more diverse ad formats.
  • Performance Metrics
    Some users report that Taboola’s analytics and reporting features are not as in-depth or comprehensive as those provided by other advertising platforms.
  • Click Fraud and Bot Traffic
    Like many online advertising platforms, Taboola is susceptible to issues related to click fraud and bot traffic which can result in inflated metrics and wasted budget.
  • 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

Videos

Walkthroughs and reviews on video.

Taboola 3 videos + Add
ViewForge 1 video + Add

Taboola Review | How Our Taboola Experiment Went

More videos

  • - Spent $141 On Taboola Native Ads - Guess How Much I Made! [ CPA Training ]
  • - Should You Be Using Outbrain or Taboola? | Ep. #233

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
Taboola
ViewForge
100% 100%
Advertising
0% 0%
0% 0%
eCommerce Tools
100% 100%
100% 100%
Ad Networks
0% 0%
0% 0%
Custom Search
100% 100%

Questions & Answers

As answered by people managing Taboola 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 Taboola 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.

Taboola 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.

Taboola 3 mentions
ViewForge 0 mentions
  • REDCLOUD KICKSTARTER READY FOR LAUNCH. WOULD APPRECIATE HELP IN HOW TO PROMOTE
    Glad you're doing better! What have you used so far for advertising? I found that kicktraq.com/projects/kickamsads/self-publishing-and-email-marketing/ is very good and taboola.com is also worth doing. Source: about 4 years ago
  • I get 4.5 million page views a month on my content, how do I get advertising?
    Additionally, I have become aware of services such as outbrain.com and taboola.com that pay publishers in a variety of ways for integrating ads onto content that has high page views. However, I don't know the correct course as... Source: over 4 years ago
  • $TBLA
    I've just come across a stock that interested me by the name of Taboola.com (ticker: TBLA). They are an advertising company founded in 2007 currently valued at $2.6 billion. It is currently sitting at $8.60 since its IPO. It has an... Source: about 5 years ago

Tracking ViewForge since Aug 2026.

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