Predictive Personalization — ML-driven product recommendations for e-commerce stores
Add ML-driven personalization to an e-commerce store: recommendation widgets, dynamic email product blocks, and a headless custom-engine blueprint — platform-by-platform playbooks for Shopify, WooCommerce, and BigCommerce
- What
- Add ML-driven personalization to an e-commerce store: recommendation widgets, dynamic email product blocks, and a headless custom-engine blueprint — platform-by-platform playbooks for Shopify, WooCommerce, and BigCommerce
- Cost
- Free
- Needs
- an e-commerce store (Shopify, WooCommerce, BigCommerce, or headless) — optional: accounts on the personalization apps you want to use (Rebuy, LimeSpot, Nosto, Dynamic Yield are paid; Klaviyo has a free tier)
- Install
- Copy the installer prompt below into your Muse — your agent does the rest.
Curated by Skill Harbor — @finsilabs's predictive-personalization skill, listed here with credit to its creator: a practical playbook for adding machine-learning personalization to an e-commerce store without reinventing the wheel. It walks the agent through choosing the right personalization tool by store size (Rebuy or LimeSpot for small stores, Nosto for mid-market, Dynamic Yield for enterprise), setting up "Recommended for You" widgets and cart cross-sells per platform (Shopify, WooCommerce, BigCommerce), configuring dynamic personalized product blocks in Klaviyo email flows, measuring impact with A/B testing targets (widget CTR > 5%, AOV lift > 5%), and — for headless stores with 100k+ monthly visitors — a blueprint for a custom recommendation engine (behavioral event collection, Redis real-time profiles, nightly co-purchase similarity jobs, cold-start fallbacks). Honest caveats: the recommended apps are paid (roughly $18–$1000+/mo per the skill's own table) — free or low-cost paths are covered for WooCommerce and new stores; the custom-engine blueprint is a real engineering project, not a weekend task. MIT licensed. Skill Harbor never reviews the code, review it yourself before use. Discovered via skills.sh.
Version:
Install
Prerequisites: an e-commerce store (Shopify, WooCommerce, BigCommerce, or headless) — optional: accounts on the personalization apps you want to use (Rebuy, LimeSpot, Nosto, Dynamic Yield are paid; Klaviyo has a free tier) Install "Predictive Personalization — ML-driven product recommendations for e-commerce stores" for me. It gives my agent @finsilabs's predictive personalization playbook: pick the right personalization tool by store size, set up recommendation widgets and cart cross-sells per platform, configure dynamic personalized product blocks in Klaviyo email flows, run A/B tests with impact targets (widget CTR, AOV lift), and — for headless stores with 100k+ monthly visitors — build a custom recommendation engine from behavioral events, Redis real-time profiles, and nightly co-purchase similarity jobs. MIT licensed. Repository: https://github.com/finsilabs/awesome-ecommerce-skills/blob/main/skills/marketing-growth/predictive-personalization/SKILL.md 1. Fetch the SKILL.md file (and any helper files) from the repository path into a temporary folder and summarize what it does in one or two sentences. 2. Safety check: review the SKILL.md and scripts for anything suspicious (unexpected network calls, shell commands, credential harvesting). This repo should contain zero secrets in code. Verify that holds here; STOP on any red flag and tell me. 3. Install it as a skill: copy SKILL.md and its helper files into the agent's skills directory, in a folder named "predictive-personalization". 4. Verify with no network calls: frontmatter valid, files in place. 5. Report what was installed, where, and what I still need to do myself (e.g. choose my store-size tier and sign up for the matching personalization app; connect it to my store and email provider; run the recommended A/B tests before full rollout). GitHub is optional: if I have a GitHub account or the gh CLI, you may use it; otherwise public access is fine. Never require it unless it's in the prerequisites above. Rules: don't touch anything outside the temp folder and the install target. If anything looks off, stop and ask me.
Questions
How do I install a build?
Every product page includes a copy-paste install prompt. Paste it into your Muse and it sets the build up for you — no manual configuration.
Where does my money go?
Straight to the seller. Skill Harbor never processes payments: checkout happens on the seller’s own page, usually Stripe.
What does the ✓ next to a creator’s name mean?
It means we confirmed the identity of the person behind the listing. It says nothing about the code itself — always check a build before installing it.