Google Analytics 4
Compare platforms
Compare ecommerce analytics platforms
Evidence-backed comparisons across integrations, attribution models, data freshness, SQL access, and compliance. All claims are sourced and confidence-rated.
Jump to category
All-in-One Analytics Platforms
Integrated platforms that combine attribution, dashboards, and data consolidation.
Compare with SourceMedium
Polar Analytics
Analytics
Triple Whale
Feature Comparison
Compare SourceMedium to:
SourceMedium vs GA4
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Web/app event tracking + Google ecosystem links — not a cross-platform commerce data foundation
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Standard has processing delays and sampling; unsampled intraday requires 360 (~$50K+/yr)
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
3 models — data-driven, last click, and Google paid channels last click
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
No built-in ecommerce LTV — requires custom event setup and downstream modeling
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Standard dashboards subject to sampling and privacy thresholds that can withhold data
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom metrics and events via event schema — requires manual configuration
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
BigQuery export capped at 1M events/day on standard; unsampled data requires 360
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Documentation & Community support; no dedicated success manager
SourceMedium vs Lifetimely
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Shopify-centric; integrates with major ad and email tools but limited to Shopify commerce data
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Shopify real-time; ad platforms hourly to 12h lag
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
First-touch and last-touch only — no multi-touch attribution
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Cohort LTV with predictive modeling, repurchase curves, and segmentation
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Custom dashboards with scheduled reporting; single-currency display only
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom dashboards available; no SQL for custom analysis
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
No SQL access; analysis limited to in-app dashboards and exports
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Chat/Ticket support; dedicated success manager tiered
SourceMedium vs Polar
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Shopify-first; SQL access and intraday refresh are paid add-ons
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Pixel data real-time; Shopify 15-min on new pipeline; lower tiers may be daily
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
First-click, linear, U-shaped via Shopify App Pixel deployment
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Ecommerce KPIs via semantic layer; not explicitly positioned as CLTV product
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Custom reporting limited to 1,000 rows in-app; no visualization exports or Slack/email chart delivery
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom reporting available in BI product
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
SQL on dedicated Snowflake; add-on pricing on some tiers
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Chat/Ticket support; dedicated success manager tiered
SourceMedium vs Shopify
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Shopify store data only — no ad platforms, email, subscriptions, or other sales channels
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Some reports lag up to 12 hours; Live View exists but scope is limited
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
No cross-channel marketing attribution — checkout funnel metrics only
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Cohort reports require Advanced ($299/mo) or Plus ($2,300+/mo) Shopify plans
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Built-in dashboards gated by Shopify plan tier; custom reports require Advanced+
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
ShopifyQL for querying (proprietary language, not standard SQL)
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
No SQL access; ShopifyQL only (proprietary, not standard SQL)
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
24/7 Chat/Phone support; generalized, not analytics specialists
SourceMedium vs Triple Whale
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
SaaS-locked — data lives in Triple Whale's system, exports are one-way table dumps
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Claims real-time; constrained by each channel's API refresh limits
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Seven models including proprietary Total Impact; requires Triple Pixel installation
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Cohort analysis included in plan features
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Pre-built dashboards including Summary Page; SaaS-hosted with data in Triple Whale's system
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom Metric Builder available on Starter plan and above
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
API access plus warehouse exports to BigQuery, Snowflake, S3, and GCS — data originates in Triple Whale's system
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Chat/Ticket support; dedicated success manager tiered or offshore
Swipe to compare more →
| Feature | Google Analytics 4 | Polar Analytics | Analytics | Triple Whale | ||
|---|---|---|---|---|---|---|
| Integrations & Data Sources | Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks | Web/app event tracking + Google ecosystem links — not a cross-platform commerce data foundation | Shopify-centric; integrates with major ad and email tools but limited to Shopify commerce data | Shopify-first; SQL access and intraday refresh are paid add-ons | Shopify store data only — no ad platforms, email, subscriptions, or other sales channels | SaaS-locked — data lives in Triple Whale's system, exports are one-way table dumps |
| Data Freshness | Reconciled daily across all sources with full historical backfill — every metric traceable to its source | Standard has processing delays and sampling; unsampled intraday requires 360 (~$50K+/yr) | Shopify real-time; ad platforms hourly to 12h lag | Pixel data real-time; Shopify 15-min on new pipeline; lower tiers may be daily | Some reports lag up to 12 hours; Live View exists but scope is limited | Claims real-time; constrained by each channel's API refresh limits |
| Attribution Models | Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging | 3 models — data-driven, last click, and Google paid channels last click | First-touch and last-touch only — no multi-touch attribution | First-click, linear, U-shaped via Shopify App Pixel deployment | No cross-channel marketing attribution — checkout funnel metrics only | Seven models including proprietary Total Impact; requires Triple Pixel installation |
| Cohort / CLTV | 20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one | No built-in ecommerce LTV — requires custom event setup and downstream modeling | Cohort LTV with predictive modeling, repurchase curves, and segmentation | Ecommerce KPIs via semantic layer; not explicitly positioned as CLTV product | Cohort reports require Advanced ($299/mo) or Plus ($2,300+/mo) Shopify plans | Cohort analysis included in plan features |
| Dashboards & Visualization | Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL | Standard dashboards subject to sampling and privacy thresholds that can withhold data | Custom dashboards with scheduled reporting; single-currency display only | Custom reporting limited to 1,000 rows in-app; no visualization exports or Slack/email chart delivery | Built-in dashboards gated by Shopify plan tier; custom reports require Advanced+ | Pre-built dashboards including Summary Page; SaaS-hosted with data in Triple Whale's system |
| Custom Metrics | Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer | Custom metrics and events via event schema — requires manual configuration | Custom dashboards available; no SQL for custom analysis | Custom reporting available in BI product | ShopifyQL for querying (proprietary language, not standard SQL) | Custom Metric Builder available on Starter plan and above |
| SQL / Export / API Access | Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively | BigQuery export capped at 1M events/day on standard; unsampled data requires 360 | No SQL access; analysis limited to in-app dashboards and exports | SQL on dedicated Snowflake; add-on pricing on some tiers | No SQL access; ShopifyQL only (proprietary, not standard SQL) | API access plus warehouse exports to BigQuery, Snowflake, S3, and GCS — data originates in Triple Whale's system |
| Support & Success | Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping | Documentation & Community support; no dedicated success manager | Chat/Ticket support; dedicated success manager tiered | Chat/Ticket support; dedicated success manager tiered | 24/7 Chat/Phone support; generalized, not analytics specialists | Chat/Ticket support; dedicated success manager tiered or offshore |
Sources (48)
Infrastructure & Data Pipeline
Warehouses, ELT tools, and components for assembling a custom stack.
In-House
Modern Data Stack
Feature Comparison
Compare SourceMedium to:
SourceMedium vs Daasity
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
BYO warehouse required — connects to Snowflake, BigQuery, or Redshift that you manage
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
No published data freshness SLA; varies from near-real-time to daily by source
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Multiple attribution methods including GA-based, survey-based, and discount code tracking
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Customer and LTV use cases referenced in case studies; not a core product positioning
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Dashboards and custom reports; some deployments use Looker instances
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom dashboards and reports available
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Warehouse connections to Snowflake, BigQuery, Redshift — you manage the infrastructure
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Implementation fees required; ongoing support often billable
SourceMedium vs Fivetran
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Extraction and loading only — no transformation, dashboards, attribution, or analytics
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Configurable sync frequency — but MAR pricing penalizes frequent syncs
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Not included — Fivetran moves data, it doesn't analyze it
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Not included — requires dbt models and a BI tool built on top
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Not included — requires Looker, Tableau, or another BI tool ($3K–$10K/mo)
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Not included — requires dbt or custom SQL views you build and maintain
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Loads data into your warehouse — but you manage the warehouse and pay for it separately
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Ticket-based support; dedicated engineering resources required
SourceMedium vs Glew
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Pro tier limited to basic connectors; full access requires custom-priced Glew Plus
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
No published data freshness SLA — ask how refresh works by source and plan
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Attribution and marketing analytics; details vary by plan tier
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
LTV included in Glew Pro feature list
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Pre-built dashboards on Pro; custom reports require Glew Plus with bundled Looker
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom Glew measures only on Glew Plus (custom pricing)
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Warehouse access only on Glew Plus (custom pricing); Pro has no warehouse
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Chat/Ticket support; dedicated success manager often tiered
SourceMedium vs Rivery
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Being absorbed into Boomi Data Integration — product roadmap uncertain
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Existing pipelines still run, but product direction is now Boomi's to decide
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Not included — Rivery was an ELT and orchestration tool, not an analytics platform
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Not included — no analytics capability of any kind
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Not included — required a separate BI tool
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Workflow-based transformations within Rivery — but future availability uncertain
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Loaded into your warehouse — but Rivery's future as a standalone product is unclear
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Ticket-based support; dedicated engineering resources required
SourceMedium vs Saras
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Connectors (Daton) and analytics (Pulse) are separate products with separate pricing
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Pulse Growth plan: 1-day data recency; faster refresh only on Enterprise
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Multi-touch attribution and channel ROI in Pulse marketing analytics
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Cohorts and LTV framing in customer analytics materials
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Dashboards in Pulse; BYO BI tool requires Enterprise tier
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom business logic and visualization on Enterprise plan only
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
SQL access is a paid add-on on Growth plan; included on Enterprise
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Implementation fees required; dedicated support often billable
SourceMedium vs Snowflake
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
No data loading included — requires Fivetran, Airbyte, or another ELT tool
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Depends entirely on your ELT tool and orchestration setup
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Not included — must be built from scratch or purchased separately
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Not included — must be modeled from scratch using SQL/dbt
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Not included — requires Looker ($3K–$10K/mo), Tableau, or another BI tool
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Must be defined and maintained by your data team in dbt or SQL views
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Full SQL warehouse — but credit-based pricing means cost scales with every query
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Ticket-based support; dedicated engineering resources required
SourceMedium vs Stitch
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Soft sunset — homepage redirects to Qlik signup, no new connectors since Winter 2023
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Existing pipelines still run, but no maintenance or updates to source API changes
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Not included — Stitch was ELT-only, no analytics of any kind
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Not included — Stitch moved data, it didn't analyze it
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Not included — required a separate BI tool
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Not included — required dbt or custom SQL on a separate warehouse
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Loaded into your warehouse — but Stitch is no longer maintained
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Ticket-based support; dedicated engineering resources required
SourceMedium vs In-House
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Build and maintain every connector yourself — each source API change is your team's problem
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Whatever your team builds — freshness depends entirely on your engineering resources
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Must be designed, built, and maintained by your data team — typically months of development
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Must be modeled from scratch — 'the longest and most complicated element' of ecommerce data modeling
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Build from scratch using a BI tool your team selects, configures, and maintains
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Full flexibility — but every metric must be defined, documented, and maintained by your team
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Full control — but you provision, manage, and pay for your own warehouse infrastructure
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
You are the support team
SourceMedium vs Modern Data Stack
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Assemble and maintain a multi-vendor stack: warehouse + ELT + transformation + BI + orchestration + activation
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Depends on your ETL, orchestration, and warehouse configuration — each a separate failure point
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Must be built from scratch — typically months of custom development
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Must be modeled from scratch using dbt — Daasity calls this 'the longest and most complicated element'
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Requires separate BI tool (Looker $3K–$10K/mo, Tableau $500–$3K/mo) plus development time
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Full flexibility — but every metric must be defined, documented, and maintained by your data team
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
Full SQL access — but you manage the warehouse, pay for compute, and maintain the infrastructure
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Ticket-based support; dedicated engineering resources required
Swipe to compare more →
| Feature | In-House | Modern Data Stack | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Integrations & Data Sources | Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks | BYO warehouse required — connects to Snowflake, BigQuery, or Redshift that you manage | Extraction and loading only — no transformation, dashboards, attribution, or analytics | Pro tier limited to basic connectors; full access requires custom-priced Glew Plus | Being absorbed into Boomi Data Integration — product roadmap uncertain | Connectors (Daton) and analytics (Pulse) are separate products with separate pricing | No data loading included — requires Fivetran, Airbyte, or another ELT tool | Soft sunset — homepage redirects to Qlik signup, no new connectors since Winter 2023 | Build and maintain every connector yourself — each source API change is your team's problem | Assemble and maintain a multi-vendor stack: warehouse + ELT + transformation + BI + orchestration + activation |
| Data Freshness | Reconciled daily across all sources with full historical backfill — every metric traceable to its source | No published data freshness SLA; varies from near-real-time to daily by source | Configurable sync frequency — but MAR pricing penalizes frequent syncs | No published data freshness SLA — ask how refresh works by source and plan | Existing pipelines still run, but product direction is now Boomi's to decide | Pulse Growth plan: 1-day data recency; faster refresh only on Enterprise | Depends entirely on your ELT tool and orchestration setup | Existing pipelines still run, but no maintenance or updates to source API changes | Whatever your team builds — freshness depends entirely on your engineering resources | Depends on your ETL, orchestration, and warehouse configuration — each a separate failure point |
| Attribution Models | Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging | Multiple attribution methods including GA-based, survey-based, and discount code tracking | Not included — Fivetran moves data, it doesn't analyze it | Attribution and marketing analytics; details vary by plan tier | Not included — Rivery was an ELT and orchestration tool, not an analytics platform | Multi-touch attribution and channel ROI in Pulse marketing analytics | Not included — must be built from scratch or purchased separately | Not included — Stitch was ELT-only, no analytics of any kind | Must be designed, built, and maintained by your data team — typically months of development | Must be built from scratch — typically months of custom development |
| Cohort / CLTV | 20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one | Customer and LTV use cases referenced in case studies; not a core product positioning | Not included — requires dbt models and a BI tool built on top | LTV included in Glew Pro feature list | Not included — no analytics capability of any kind | Cohorts and LTV framing in customer analytics materials | Not included — must be modeled from scratch using SQL/dbt | Not included — Stitch moved data, it didn't analyze it | Must be modeled from scratch — 'the longest and most complicated element' of ecommerce data modeling | Must be modeled from scratch using dbt — Daasity calls this 'the longest and most complicated element' |
| Dashboards & Visualization | Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL | Dashboards and custom reports; some deployments use Looker instances | Not included — requires Looker, Tableau, or another BI tool ($3K–$10K/mo) | Pre-built dashboards on Pro; custom reports require Glew Plus with bundled Looker | Not included — required a separate BI tool | Dashboards in Pulse; BYO BI tool requires Enterprise tier | Not included — requires Looker ($3K–$10K/mo), Tableau, or another BI tool | Not included — required a separate BI tool | Build from scratch using a BI tool your team selects, configures, and maintains | Requires separate BI tool (Looker $3K–$10K/mo, Tableau $500–$3K/mo) plus development time |
| Custom Metrics | Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer | Custom dashboards and reports available | Not included — requires dbt or custom SQL views you build and maintain | Custom Glew measures only on Glew Plus (custom pricing) | Workflow-based transformations within Rivery — but future availability uncertain | Custom business logic and visualization on Enterprise plan only | Must be defined and maintained by your data team in dbt or SQL views | Not included — required dbt or custom SQL on a separate warehouse | Full flexibility — but every metric must be defined, documented, and maintained by your team | Full flexibility — but every metric must be defined, documented, and maintained by your data team |
| SQL / Export / API Access | Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively | Warehouse connections to Snowflake, BigQuery, Redshift — you manage the infrastructure | Loads data into your warehouse — but you manage the warehouse and pay for it separately | Warehouse access only on Glew Plus (custom pricing); Pro has no warehouse | Loaded into your warehouse — but Rivery's future as a standalone product is unclear | SQL access is a paid add-on on Growth plan; included on Enterprise | Full SQL warehouse — but credit-based pricing means cost scales with every query | Loaded into your warehouse — but Stitch is no longer maintained | Full control — but you provision, manage, and pay for your own warehouse infrastructure | Full SQL access — but you manage the warehouse, pay for compute, and maintain the infrastructure |
| Support & Success | Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping | Implementation fees required; ongoing support often billable | Ticket-based support; dedicated engineering resources required | Chat/Ticket support; dedicated success manager often tiered | Ticket-based support; dedicated engineering resources required | Implementation fees required; dedicated support often billable | Ticket-based support; dedicated engineering resources required | Ticket-based support; dedicated engineering resources required | You are the support team | Ticket-based support; dedicated engineering resources required |
Sources (80)
- InternalVerified Feb 14, 2026High confidence
Marketing Data Connectors
Tools for getting marketing data into spreadsheets or dashboards.
Feature Comparison
Compare SourceMedium to:
SourceMedium vs Funnel
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Marketing and ad data only — no warehouse included, data must be exported for SQL access
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Data sits in Funnel's Data Hub temporarily — must be exported to a warehouse for long-term access
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Measurement add-on via Adtriba acquisition — MMM, MTA, and incrementality on Business/Enterprise at custom pricing
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Not included — no cohort analysis, no LTV calculations, no customer segmentation
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Built-in data exploration and visualization — but Flexpoint-based pricing limits report refreshes
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom calculated metrics within Funnel's data model
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
No included warehouse — data must be exported to BigQuery/Snowflake for SQL access
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Ticket-based support; self-serve focus
SourceMedium vs Supermetrics
Integrations & Data Sources
SM
Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks
Them
Marketing data to spreadsheets and Looker Studio — warehouse destinations require Enterprise pricing
Data Freshness
SM
Reconciled daily across all sources with full historical backfill — every metric traceable to its source
Them
Weekly refresh on Starter, daily on Growth — no intraday or real-time
Attribution Models
SM
Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging
Them
Not included — no native attribution capability
Cohort / CLTV
SM
20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one
Them
Not included — no cohort analysis, no LTV modeling, no customer segmentation
Dashboards & Visualization
SM
Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL
Them
Feeds data into Google Sheets and Looker Studio — limited by spreadsheet row limits and Looker Studio performance
Custom Metrics
SM
Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer
Them
Custom calculated fields within Supermetrics queries — full transformations Enterprise-only
SQL / Export / API Access
SM
Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively
Them
No SQL access — warehouse destinations require Enterprise pricing
Support & Success
SM
Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping
Them
Ticket-based support; self-serve focus
Swipe to compare more →
| Feature | |||
|---|---|---|---|
| Integrations & Data Sources | Commerce, ads, email, subscriptions, and ops — reconciled daily with 2,500+ automated quality checks | Marketing and ad data only — no warehouse included, data must be exported for SQL access | Marketing data to spreadsheets and Looker Studio — warehouse destinations require Enterprise pricing |
| Data Freshness | Reconciled daily across all sources with full historical backfill — every metric traceable to its source | Data sits in Funnel's Data Hub temporarily — must be exported to a warehouse for long-term access | Weekly refresh on Starter, daily on Growth — no intraday or real-time |
| Attribution Models | Server-side multi-touch attribution using your existing tracking (GA4 + platform APIs) — no new pixels or site re-tagging | Measurement add-on via Adtriba acquisition — MMM, MTA, and incrementality on Business/Enterprise at custom pricing | Not included — no native attribution capability |
| Cohort / CLTV | 20 pre-built analytics modules including LTV, repurchase, retention, and new customer analysis — ready to use on day one | Not included — no cohort analysis, no LTV calculations, no customer segmentation | Not included — no cohort analysis, no LTV modeling, no customer segmentation |
| Dashboards & Visualization | Pre-built dashboards, forkable Looker Studio templates, and an AI analyst that answers questions with auditable SQL | Built-in data exploration and visualization — but Flexpoint-based pricing limits report refreshes | Feeds data into Google Sheets and Looker Studio — limited by spreadsheet row limits and Looker Studio performance |
| Custom Metrics | Define a metric once, use it everywhere — dashboards, SQL, and AI always return the same answer | Custom calculated metrics within Funnel's data model | Custom calculated fields within Supermetrics queries — full transformations Enterprise-only |
| SQL / Export / API Access | Managed BigQuery warehouse with included compute and unlimited storage — any tool that supports BigQuery connects natively | No included warehouse — data must be exported to BigQuery/Snowflake for SQL access | No SQL access — warehouse destinations require Enterprise pricing |
| Support & Success | Dedicated US-based CSA, included quarterly solution hours, and structured roadmapping | Ticket-based support; self-serve focus | Ticket-based support; self-serve focus |
Sources (24)
Migrating away from a competitor?
If you're outgrowing or leaving one of these tools, we've written migration guides comparing SourceMedium to what's next:
Google Analytics 4
Polar Analytics
Analytics
Triple Whale
In-House
Modern Data Stack
Ready to stop debating the numbers?
Get started
Tell us a bit about your brand and stack—we’ll follow up shortly.
You're all set