DataFlowForever
DataFlowForever
Our affiliate · FosterFlow | Hangzhou DataFlowForever Technology

Cross‑border e‑commerce growth,really just 4 steps.

From stranger to repeat customer.

We slice cross‑border growth into 4 stages and 14 services: Acquire, Convert, Engage, Optimize. Pick the one that hurts most today — pay on results or per project, no annual lock‑in.

Google Ads · Meta · TikTok · Microsoft Ads · Shopify · WooCommerce · GA4Bilingual EN / 中文 | Project · Subscription · Take-rate
Customer journey14 services
  • 🎯
    AcquireGet the right people to see you
    4 services
  • 🛒
    ConvertTurn visitors into buyers
    2 services
  • 💬
    EngageKeep customers coming back
    4 services
  • 📈
    OptimizeCompound the growth flywheel
    4 services
How we build it

Behind every service: a full data foundation we own end‑to‑end

We don't just stitch a few SaaS dashboards together and bill you. Each service rides on 5 layers of in‑house engineering: your raw data at the bottom, our data foundation in the middle (literally the meaning of “Data Flow Forever”), reusable skill modules and autonomous agents on top — and only at the very top, the 14 deliverables you actually see.

What you see

14 services

Grouped by 4 lifecycle stages · the actual client deliverables

  • GTM setup
  • GA setup
  • Ads Agent
  • Managed ads
  • Recommendations
  • On‑site search
  • CDP + email software
  • Audience analysis
  • Email‑marketing consulting
  • Email automation consulting
  • Image‑processing API
  • Attribution analysis
  • Growth strategy
  • AI agent bootcamp
Agent layer

15+ autonomous agents

Each one owns a job end‑to‑end — reports, ad changes, recommendations

  • advisor
  • data_analyst
  • shopify_data_analyst
  • feed_auditor / feed_optimizer
  • campaign_auditor / campaign_optimizer
  • search_term_miner
  • ga4_onboarding_auditor
  • daily / weekly / monthly_reporter
  • shopify_weekly / monthly_reporter
Skill layer

14 reusable skills

Lego pieces · the same skill plugs into many agents

  • ads_analyzing
  • feed_analyzing
  • shopify_analyzing
  • attribution_analyzing
  • bidding_strategy
  • budget_optimization
  • audience_targeting
  • keyword_management
  • report_generation
  • report_design
  • sql_authoring
  • ga4_onboarding
  • ffads_schema / shopify_schema
  • postgres_user_behavior
Data Flow Forever · the foundation

16 MCPs · data turned into callable tools

MCPs (Model Context Protocol) are the unified interface between every agent and your data — every read, every mutation, every SQL query, every chart goes through here.

  • ga4_analytics
  • ads_analytics
  • shopify_analytics
  • feed_analytics
  • bq_sql_runner
  • sql_runner
  • schema_inspector
  • segment_builder
  • flow_builder
  • orchestration
  • ring_tasks
  • ads_mutations
  • feed_mutations
  • report_builder
  • artifact_store
  • indicator_image_extractor
Data sources

Your real business data

You own the data · we only read · least‑privilege access

  • Shopify
  • Google Analytics 4
  • Google Ads
  • Meta Ads
  • Google Merchant Center
  • BigQuery
  • Your first‑party CDP

Data flows bottom‑up · every layer is auditable, in‑house code you can take over

14 services

Every service, laid out plainly

Grouped by the 4 lifecycle stages. Each service spells out what it does, an analogy, who it fits, and how it's priced — pick the one that solves what's painful today.

Acquire

4 services
Setting

GTM Setup

A central dispatch board for every tag on your site

A production-grade Google Tag Manager container with Consent Mode v2, dataLayer events, and cross-domain tracking — so marketers can add new pixels themselves.

Analogy ·Like installing the electrical panel first — every new tag plugs in without re-opening the walls.
When you need this
One-Time Setting Fee

No GTM yet, or current container is unmaintainable.

Setting

GA Setup

See exactly where every customer is coming from

Full GA4 setup — properties, cross-domain, enhanced ecommerce events and audiences — so traffic sources and conversion paths are crystal clear.

Analogy ·Like installing AI-powered security cameras — not just recording, but telling you which aisle each customer browsed and what they finally bought.
When you need this
One-Time Setting Fee

You can't trust traffic-source data or attribution.

Agentic

Ads AI Agent

An always-on AI media buyer

A 24/7 marketing agent that writes briefs, builds audiences, monitors ROI and continuously tunes campaigns against your strategy.

Analogy ·An AI media buyer that never sleeps, never complains, and costs a fraction of a senior hire.
When you need this
One-Time Setting Fee + Monthly Subscription

1–2 marketers managing 10× more SKUs / campaigns than humanly possible.

Performance

Ads Agency

We run paid media for you, paid on results

No in-house buyer, no long-term contract. You set the goal, we run media across platforms, and we earn a percentage of ad spend.

Analogy ·Like outsourcing the 'media buyer' role to a senior pro who only collects when results land.
When you need this
Take rate of ad spend

No in-house buyer, or current agency consistently misses targets.

Convert

2 services
Performance

Recommendation System

Show every visitor what they're most likely to buy next

Drop-in recommendation API with continuous backend tuning — paid as a percentage of incremental uplift.

Analogy ·Like the snack shelf at the convenience-store checkout — no extra floor space, automatic revenue, shared upside.
When you need this
Take rate of incremental uplift

You have PDP & cart traffic, but no one systematically drives cross-sell / up-sell.

Performance

Search System

Site search that understands what your customers mean

Semantic site-search API with continuous tuning on NDCG and zero-result rate — handles typos, synonyms, full-sentence queries.

Analogy ·Upgrades your sales assistant from 'keyword matcher' to 'understands what customers actually mean'.
When you need this
Take rate of incremental uplift

High zero-result rate, weak conversion on long-tail queries.

Engage

4 services
Tools (SaaS)

Email Marketing & CDP SaaS

Unified customer profile + email / SMS / push automation

A unified customer profile (CDP) plus email / SMS / push automation, delivered as SaaS. Monthly subscription, drag-and-drop flow builder.

Analogy ·Merges customer records from 5 storefronts, 3 channels and 2 CRMs into one identity — then bolts on an automatic broadcaster.
When you need this
Monthly Subscription Fee

Customer data is scattered across Shopify / WooCommerce / your own DB — no unified CDP.

Consulting

Customer Audience Analysis

Find the customers worth fighting for

Cut your customer base into 5–8 distinct segments and translate each into 'what to say to whom'.

Analogy ·Sort your customer list by persona, then write tailored playbooks for each persona.
When you need this
Per Consulting Round

Team can't articulate who's high-value or what to say to whom.

Consulting

Email Marketing Consulting

A full diagnostic and prescription for your email program

Full audit of your existing email program + concrete optimizations across content, cadence, frequency, list and template.

Analogy ·A senior doctor running diagnostics on your email program and prescribing the treatment.
When you need this
Per Consulting Round

Email open / click / conversion rates trending down YoY.

Consulting

Email Flow Consulting

Design the lifecycle email flows that run themselves

Design welcome / cart-abandon / repeat-purchase / win-back lifecycle flows, and build them directly inside your existing email tool.

Analogy ·An automated PA system: every customer hears the right line at the right point in their journey.
When you need this
Per Consulting Round

No lifecycle flows yet, or current flows haven't been touched in years.

Optimize

4 services
API

Image Flow API

Automated image ops for catalogs of 1000+ SKUs

Programmatic image operations (resize / cutout / watermark / multi-size / AI fill-in) tuned per tenant.

Analogy ·An automated retouching line in your factory — runs 24/7, never tires.
When you need this
One-Time Setting Fee + Per Processed Image Fee

>1k SKU image volume — manual retouching & publishing cost is out of control.

Consulting

Attribution Analysis

Figure out which channel actually drives revenue

Cross-channel attribution model + media-mix optimization — give every channel a fair score.

Analogy ·At awards time, don't just reward the striker — midfield, defense and coaching all deserve credit.
When you need this
Per Consulting Round

Multi-channel spend is live, but you can't tell which channel drives real incrementality.

Consulting

Growth Strategy Consulting

Diagnose your next growth engine, then a 30/60/90 plan

Top-down growth diagnosis + a 30 / 60 / 90 day execution plan across market, competitors, users, product, and org.

Analogy ·A senior diagnostician and strategist x-rays the whole business and writes a 3-month prescription.
When you need this
Per Consulting Round

Growth has flattened — you need a new growth engine.

Consulting

AI Agents Bootcamp

Internalize AI capability across your own team

Three-stage bootcamp: teach → co-create → co-build. By graduation, your team writes prompts, runs agents, builds automations on their own.

Analogy ·We don't cook for you — we teach your kitchen to cook.
When you need this
Per Consulting Round

You want to internalize AI capability, not just buy a tool.

Pricing

Six ways to pay — matched to what you actually need

Pay only for what you use. One-off setup is billed once. Long-running services are subscription. Measurable services are paid on results. Bounded engagements are flat-fee.

01Model 1

One-Time Setting Fee

For setup work that, once done, you own forever.

Pay once, you own the result
02Model 2

Setup + Monthly Subscription

For services that need to keep running. Pay once to build, then monthly to operate.

Like hiring a tireless team member
03Model 3

Take-Rate

For services where results are measurable. We earn a share of spend or incremental uplift.

We only earn when you grow
04Model 4

Monthly Subscription

For daily-use software (CDP + email), priced as SaaS.

Like utilities
05Model 5

Per Consulting Round

Consulting engagements (segmentation, attribution, growth strategy, AI bootcamp) priced per project.

Bounded scope, fixed budget
06Model 6

Setup + Per-Usage

For metered capabilities (image API). Set up once, then pay per unit processed.

Pay only for what you use
Trust

Customer-owned data · least-privilege access · compliance baked in

Cross‑border data is a core company asset. Ownership, security and compliance are engineered into the workflow rather than buried in a contract appendix.

You own your data
  • Data, configuration, agent settings and accumulated learning all stay with you
  • We do not resell or repurpose customer data
  • Customer data is never used to train any external model
  • On termination, artifacts are returned and copies destroyed as agreed
Measurable, accountable
  • Ads Agency / Recommendation / Search are all take-rate
  • We don't earn unless you do — under-performance is on us
  • Project services are billed only on accepted deliverables
  • Monthly subscriptions cancellable after the first month
Compliance, engineered in
  • Consent Mode v2 / GDPR / PDPA / CAN-SPAM built in
  • LLM content compliance check before any email is sent
  • Sensitive fields masked or encrypted before they hit the warehouse
  • Least-privilege access and full audit trail
4
lifecycle stages
Acquire / Convert / Engage / Optimize
14
services
Mix and match; start with what hurts most
6
ways to pay
Pay only for what you actually use
100%
your data, your asset
Revoked access + destroyed copies on termination
FAQ

Frequently asked questions

Plain-spoken answers to the questions we hear most often. Need anything else? Drop us a line.

Do we have to buy all 14 services?

Not at all. Pick the one that solves what's painful right now. Most customers start with 1–2 services in Acquire or Convert, see results, then expand into Engage and Optimize. No bundling, no annual contracts.

Our team has only 1–2 marketers. Can we still benefit?

Yes. Ads AI Agent, Recommendation, Search and Image Flow API are explicitly designed to replace human labor — your team just sets direction and reviews results. All consulting services come with a team-wide walkthrough; nobody on your side needs to read technical docs.

We already have an ad agency. Are you replacing them?

We're not a replacement. We turn ads / product / customer / email / attribution data into a durable operations layer, with AI agents and a consulting team continuously diagnosing and recommending. We can work alongside an existing agency or deliver standalone.

Where is our data stored? Is it cross‑border‑compliant?

All data lives in your own accounts (Google Ads, GA4, Shopify, your own DB) — we just configure, analyze and operate on your behalf. Data that does land in our warehouse is tenant-isolated PostgreSQL, least-privilege, fully audited. GDPR / Consent Mode v2 on by default. At the end of the engagement, you revoke our access.

How fast do we see results?

Depends on the service. (1) One-off setup (GTM/GA): 1–2 weeks to deliver, useful immediately. (2) Paid media / Ads Agent: stabilizes in 2–4 weeks, 3-month ROI window. (3) Recommendation / Search: lift visible at launch, models reach steady state in 1–2 months. (4) Consulting: 4–6 weeks to deliver report + actionable plan.

Can we run a short trial?

Yes. Take‑rate and project‑based services are inherently short cycles — finish a round, decide on the next. Monthly subscriptions can be cancelled after the first month. One‑off setup deliverables are yours; no lock‑in.

How is this different from a SaaS monitoring tool?

We're not a read-only dashboard. After data is connected, the agents proactively audit, surface issues, and propose fixes — then, after human review, push the fixes back to Google Ads / GMC / Shopify. A dedicated PIC and delivery team own the outcome, and most services are take-rate so we earn only when you do.

Which channels are supported?

Paid: Google Ads (Search, Shopping, Performance Max, Merchant Center), Meta Ads, TikTok Ads, Microsoft Ads. Commerce: Shopify, WooCommerce, custom storefronts. Data: GA4, BigQuery, your own DB. Roadmap: Amazon Ads, Douyin, JD, Pinduoduo. Magento is not supported today.

How does this relate to FosterFlow?

FosterFlow (fosterflow.ai) is our affiliate brand — an email‑automation SaaS for Shopify merchants. DataFlowForever provides end‑to‑end growth services for brands and cross‑border e‑commerce, and the 14 services here include FosterFlow as one piece (in the Engage stage). Same team, same technology base, same values — sibling brands rather than a corporate group.

How do we start?

Three ways: (1) Email wusu@dataflowforever.com with your site and pain point; (2) Drop your details into the contact form at the bottom of the page — takes 30 seconds; (3) Scan the WeChat QR on the page to add us directly. We reply within one business day and schedule a 30-min free diagnostic — no prep needed, we can give you an initial diagnosis from public information.

Contact us

Spend 30 minutes with us on your next move

We reply within one business day. Use the form, email, WeChat — or reach out via our affiliate brand.

30-min free diagnosis

Drop us a line — we reply within one business day

No prep needed. Write us a sentence or two on what's hurting most right now, and we'll come back with an initial diagnosis and the 1–3 things you should do next.

Which services interest you?
Multi-select · or let us recommend
Acquire·4Convert·2Engage·4Optimize·4

We never share your information.