Product Recommendations Shopify Apps – Analytics & Insights

Product Recommendations • ES ranks #1 for product recommendations with 2.4% share — the leader position in a fragmented field where many apps are within striking distance, -5.1pp ahead of RevenueHunt Product Quiz Maker (7.5%). Glood Product Recommendations sits at #3 with 0.2% share, rounding out the top tier. The top 3 apps together hold only 10.0% — meaning product recommendations is a fragmented market where lower-ranked apps still capture significant share. Wiser AI ‑ Upsell & Cross Sell is the standout mover this month, climbing 41 positions — a momentum signal worth tracking. Worth noting: the top-ranked app and the highest-share app aren't the same here — App Store rank and our market share metric (computed from review counts and other factors) move on independent dynamics, so cross-checking both views matters in this category.

Product Recommendations is a fragmented market — the top 3 apps together hold only 10.0% of installs, leaving Product Recommendations • ES's 2.4% lead modest in absolute terms and Glood Product Recommendations at 0.2% still capturing meaningful share. With this many viable apps, pricing model and integration depth differentiate product recommendations options more than rank does.

Product Recommendations • ES held #1 steadily from May 2026 to Nov 2026 — an entrenched leader in product recommendations that challengers haven't displaced. Across the top 5 plotted product recommendations apps, 3 improved their ranking while 1 declined — the category is moving upward overall. Kaching Bundles App & Upsells's share expanded +21.9pp from 20.9% (May 2026) to 42.9% (Nov 2026) — a sustained widening of the gap against other product recommendations apps over this window.

4 of 5 plotted product recommendations apps moved positions in this window — recent trajectory beats current rank as a signal when a category is reshuffling this actively.

United States dominates demand for product recommendations apps with 30.4% of all tracked installs — a single market that effectively defines the category's product priorities. United Kingdom follows at 8.9%, with Australia at 6.2%. Together, the top 3 markets account for 45.6% of product recommendations app installs worldwide. Netherlands (4.4%) and Canada (4.3%) round out the top 5. Australia is the fastest-growing market this month (+0.4pp), pointing to accelerating demand outside the established leaders.

With 30.4% of product recommendations app installs concentrated in United States, the leading apps in this category typically prioritize United States-based merchants for localization, currency, and support hours — merchants in United Kingdom (8.9%) and other regions sometimes find better fit in apps that over-index outside United States.

Essential Upsell & Cross Sell is the only app in this set to have crossed 1,000 reviews, reaching the milestone in 17 months since launch. The remaining 4 product recommendations apps tracked here are still building toward 1,000 — current cumulative review counts give the clearest picture of where each one stands today.

4 apps on this chart haven't yet crossed 1,000 reviews: RevenueHunt Product Quiz Maker at 463, Frequently Bought Together FT at 374, Product Recommendations • ES at 136, Glood Product Recommendations at 122 cumulative reviews. RevenueHunt Product Quiz Maker is closest to the milestone — its current count puts it roughly 46% of the way to 1,000.

Essential Upsell & Cross Sell is the only app in this set to have crossed 1,000 reviews so far — a useful signal for merchants that one app has already proved sustained adoption while the others remain in the "promising but unproven" tier of the product recommendations category.