GITNUXSOFTWARE ADVICE
Data Science AnalyticsTop 10 Best Digital Marketing Reporting Software of 2026
Top 10 digital marketing reporting software ranked for dashboards and KPI reporting, with comparison notes for DashThis, ReportGarden, and Reportei.
How we ranked these tools
Core product claims cross-referenced against official documentation, changelogs, and independent technical reviews.
Analyzed video reviews and hundreds of written evaluations to capture real-world user experiences with each tool.
AI persona simulations modeled how different user types would experience each tool across common use cases and workflows.
Final rankings reviewed and approved by our editorial team with authority to override AI-generated scores based on domain expertise.
Score: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
If you’re an agency that needs repeatable client KPI reporting with automation and API-triggered refreshes, choose DashThis as the solid all-around fit, while NinjaCat suits teams doing frequent standardized, scheduled KPI reporting and you turn to Whatagraph when recurring branded multi-channel dashboards matter.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
DashThis
API-first automation for creating and updating reporting outputs tied to external reporting workflows.
Built for fits when agencies need repeatable client KPI reporting with automation and API-triggered refreshes..
ReportGarden
Editor pickReportGarden’s dashboard templates let teams standardize KPI definitions and layouts across multiple campaign reporting cycles.
Built for fits when marketing ops teams need automated KPI dashboards across campaigns with repeatable templates..
Reportei
Editor pickReportei’s KPI scorecards can be scheduled as recurring reporting packages tied to campaign contexts.
Built for fits when marketing operations teams need repeatable dashboards, automated delivery, and reconciliation checks across channels..
Related reading
Comparison Table
DashThis
SMBAutomated marketing dashboard and reporting tool.
API-first automation for creating and updating reporting outputs tied to external reporting workflows.
DashThis targets marketing reporting workflows that require consistent KPI scorecards across accounts, with dashboards generated from source connections and reusable widget configurations. It includes scheduling and delivery so stakeholders receive updates without manual exports. DashThis also supports programmatic control through an API surface for automation of report creation, refresh, and distribution tasks. For teams managing many client properties, the combination of templates and automation reduces repeated dashboard build work.
DashThis can require careful connector and metric mapping setup to keep naming and calculation logic consistent across sources. Teams with highly custom event schemas may need additional data engineering work upstream before widgets show the intended KPIs. It fits situations where monthly and weekly KPI reporting needs repeatable templates plus API-triggered updates. It is less ideal when reporting requirements are fully ad hoc and change daily without a stable KPI contract.
- +Automated scheduled reporting reduces manual dashboard refresh work
- +API supports external workflow triggers for report generation and updates
- +Reusable templates speed creation of recurring KPI scorecards
- +Source connectors support multi-account reporting at scale
- –Metric and connector mapping can take time for consistent cross-source KPIs
- –Custom event definitions may need preprocessing before dashboards render correctly
- –Very bespoke layout requirements may require more template iteration
Agency reporting teams
Monthly client KPI dashboards at scale
Fewer manual updates and faster delivery
Marketing ops teams
Automated KPI refresh after ETL runs
Timelier reporting and fewer stale numbers
Show 2 more scenarios
Revenue analytics stakeholders
Campaign and channel performance scorecards
Clearer variance review across channels
DashThis builds campaign and channel widgets from configured reporting views for consistent KPI tracking.
Data governance owners
Consistent KPI definitions across clients
Lower reporting inconsistency risk
DashThis template reuse helps keep metric naming and widget configuration aligned across multiple workspaces.
Best for: Fits when agencies need repeatable client KPI reporting with automation and API-triggered refreshes.
More related reading
ReportGarden
SMBMarketing reporting and audit tool for agencies.
ReportGarden’s dashboard templates let teams standardize KPI definitions and layouts across multiple campaign reporting cycles.
ReportGarden organizes marketing reporting around reusable dashboard components, including KPI cards, chart panels, and table layouts that can be repeated across campaigns and channels. Connector-based ingestion brings data in from common ad and analytics sources, then transforms it into a reporting-ready structure for scorecards and performance variance views. The platform’s automation options support scheduled report generation and refresh runs, which reduces manual spreadsheet work.
A key tradeoff is that cross-domain identity resolution and advanced attribution modeling depend on the quality and granularity of upstream events and platform reports. ReportGarden fits teams that already have a working tracking taxonomy and want automation for KPI reporting cadence, plus consistent formatting across weekly and monthly stakeholder updates.
- +Scheduled refreshes reduce manual updates for recurring KPI reporting
- +Reusable dashboard layouts support consistent campaign scorecards
- +Connector-based ingestion shortens the time from data to dashboards
- +Export and sharing workflows fit stakeholder review cycles
- –Advanced attribution requires clean upstream attribution inputs
- –Complex reconciliation across multiple sources can need extra data prep
- –Dashboard customization at scale can slow down without standardized templates
- –Fine-grained RBAC and audit log depth may lag enterprise governance needs
Marketing ops teams
Weekly KPI scorecards for stakeholders
Less spreadsheet work
Paid media managers
Campaign performance variance reporting
Faster weekly decisions
Show 1 more scenario
Analytics engineering
Automated metric refresh from connectors
Lower reporting latency
Ingests ad and web analytics feeds into reporting-ready tables for ongoing dashboard updates.
Best for: Fits when marketing ops teams need automated KPI dashboards across campaigns with repeatable templates.
Reportei
SMBAutomated marketing reporting tool for agencies.
Reportei’s KPI scorecards can be scheduled as recurring reporting packages tied to campaign contexts.
Reportei centers on KPI scorecards and dashboarding templates that can be reused across campaign performance variance reviews and monthly performance packs. Scheduled exports and distribution help marketing teams publish consistent dashboards to stakeholders without rebuilding the view each cycle. Integration depth is geared toward pulling performance data from common ad, web analytics, and CRM sources into one reporting surface for KPI tracking.
A key tradeoff is that cross-domain identity resolution and fully custom attribution logic are not its primary workflow, so it fits best when teams need standardized reporting rather than experimentation-grade measurement. Reportei is a strong fit when marketing ops needs recurring reporting, reconciliation checks, and consistent KPI governance across multiple channels.
- +Scheduled KPI reporting keeps campaign scorecards consistent over time
- +Reusable dashboarding templates reduce rebuilding for each reporting cycle
- +Integration patterns support repeated synchronization from marketing data sources
- +Reconciliation-style checks help reduce channel and metric mismatches
- –Advanced attribution models require workarounds for measurement beyond standard views
- –Complex governance needs take effort to configure across teams
Marketing operations teams
Monthly campaign KPI reporting packs
Fewer manual reporting errors
Analytics teams
Channel reconciliation and number matching
Cleaner performance attribution
Show 2 more scenarios
Performance marketing leads
Dashboard templates for weekly meetings
Faster decision cycles
Dashboarding templates keep weekly KPI views aligned across campaigns and stakeholders.
CRM-driven growth teams
CRM activity reporting alongside ads
Better funnel visibility
Connected data sources support reporting that pairs CRM activity with acquisition and campaign metrics.
Best for: Fits when marketing operations teams need repeatable dashboards, automated delivery, and reconciliation checks across channels.
NinjaCat
enterpriseReporting and analytics platform for digital marketing agencies and brands.
Scheduled report generation with reusable KPI scorecards for recurring stakeholder reporting cycles.
NinjaCat provides digital marketing reporting with a focus on KPI scorecards and dashboard publishing for recurring stakeholder updates. It connects marketing performance data into prebuilt reporting views and lets teams standardize metric definitions across campaigns.
NinjaCat also supports scheduled report generation so dashboards and KPI tables stay current without manual exports. Automation and integration options center on pulling metrics from common marketing sources into a governed reporting workflow.
- +KPI scorecards designed for repeatable weekly and monthly marketing reviews
- +Consistent dashboard structure helps reduce metric drift across teams
- +Scheduled report runs cut manual export and formatting work
- +Integration paths suit common ad and analytics source ingestion
- –Attribution and incrementality workflows may require external analysis
- –Complex reconciliation across multiple identifiers can add operational steps
- –Deep data model customization is limited compared with warehouse-first stacks
- –Governance controls for tracking taxonomy often need disciplined upstream setup
Best for: Fits when marketing teams need frequent KPI reporting with standardized dashboards and scheduled updates.
Whatagraph
SMBMarketing performance reporting platform for agencies and in-house teams.
Report scheduling tied to saved dashboard configurations so recurring exports keep identical KPI definitions and visuals for each campaign view.
Whatagraph generates scheduled marketing performance reports by pulling metrics from ad platforms and analytics sources into branded dashboard and report views. It focuses on repeatable campaign KPI scorecards with consistent filters, time windows, and visual layout across recurring reporting cycles.
The workflow supports connector-based integrations and automated report delivery to stakeholders without manual exports. Strong emphasis sits on transformation and reconciliation of performance data so that multi-channel summaries match the definitions used in the dashboards.
- +Scheduled report delivery with consistent dashboard layout across reporting cycles
- +Connector-based integrations for frequent sync of ad and analytics performance data
- +Campaign KPI scorecards with reusable filters and channel breakdowns
- +Transformation and reconciliation to keep cross-channel summaries aligned
- –Automation depth depends on the availability and maturity of each connector
- –Complex attribution definitions require careful setup to avoid mismatched channel logic
- –Limited native governance controls compared with enterprise reporting stacks
- –Large workspace operations can feel slow when dashboards include many widgets
Best for: Fits when marketing teams need recurring, branded KPI reporting across multiple ad channels without building ETL pipelines.
Improvado
enterpriseMarketing data aggregation and reporting platform for enterprises.
Reconciliation-style reporting and operational monitoring to pinpoint where cross-platform metrics diverge during sync and reporting runs.
Improvado is a digital marketing reporting system built for agencies and in-house teams that need standardized KPI dashboards across many ad platforms. It focuses on ingestion from connector-based sources, reconciliation-ready reporting views, and automation workflows that keep metrics aligned across campaigns and channels.
Reporting output supports KPI scorecards and dashboarding formats designed for performance variance tracking and cross-platform attribution reporting. Admin capabilities center on configuration governance and operational visibility for data quality monitoring and error handling.
- +Connector-based ingestion reduces manual ETL for multi-channel reporting
- +Automated metric standardization helps keep KPI definitions consistent
- +Operational monitoring supports faster diagnosis of sync and reporting gaps
- +Dashboards stay usable when reporting spans many advertisers and campaigns
- –Complex source mapping can take time for first cross-platform rollout
- –Advanced attribution reporting needs careful configuration to match goals
- –Dashboard customization can require iterative tuning for stakeholder formats
- –Some edge-case data fields rely on configuration rather than out-of-box templates
Best for: Fits when marketing teams need automated, connector-driven KPI scorecards across many ad platforms and recurring reporting cycles.
Supermetrics
enterpriseData pipeline and reporting tool for marketing data.
Managed connector queries plus scheduled refresh for building consistent KPI dashboards across many marketing platforms.
Supermetrics targets digital marketing reporting by pulling metrics from multiple marketing and analytics destinations into tools used for dashboards and KPI scorecards.
Its core mechanism is connector-driven extraction with mapping to reporting outputs, which reduces manual data shaping steps.
Automation is handled through scheduled refresh patterns and API ingestion options for cases where custom pipeline code is required.
Governance outcomes depend on consistent field mapping, stable date logic, and connector configuration across refresh cycles.
- +Connector-based ingestion reduces manual ETL for ad, analytics, and CRM sources
- +Scheduled refresh jobs support recurring KPI reporting without rebuilding pipelines
- +API ingestion options support custom reporting workflows beyond templates
- +Report outputs are structured for consistent KPI scorecards across sources
- –Cross-platform field mapping can require ongoing configuration as schemas change
- –Some attribution and identity workflows depend on what each connector surfaces
- –Dashboard accuracy can hinge on connector-level date filters and deduping rules
- –Advanced governance needs more discipline around refresh timing and overrides
Best for: Fits when marketing teams need repeatable KPI reporting across multiple ad and analytics sources with minimal pipeline work.
TapClicks
enterpriseMarketing operations, analytics, and reporting platform.
TapClicks uses a report-definition workflow that standardizes KPI calculations and dashboard layouts across campaigns.
TapClicks centers marketing reporting around configurable dashboarding and automated data ingestion for paid media, web analytics, and CRM sources. It builds KPI scorecards and reconciliation-style views so teams can compare campaign performance against agreed definitions of conversions and costs.
TapClicks also supports scheduled refreshes and an API for pushing data, pulling reporting outputs, and extending integrations. Governance features focus on repeatable report configuration so multiple teams can publish consistent KPI reporting across channels.
- +Configurable KPI scorecards and dashboards tailored to marketing reporting workflows
- +Automated scheduled refreshes reduce manual spreadsheet reporting cycles
- +API support enables programmatic report ingestion and extraction for downstream use
- +Built-in reconciliation views help validate metrics across multiple data sources
- –Complex setups can require more data-mapping work than template-first reporting tools
- –Some connector coverage may require custom ingestion paths for niche marketing platforms
- –Large reporting models can increase query latency during peak dashboard refresh windows
Best for: Fits when marketing teams need consistent KPI scorecards and cross-channel reporting with repeatable configuration.
Databox
SMBAnalytics and reporting platform aggregating data from multiple sources into dashboards.
Dashboard templates and scheduled scorecards that refresh across connectors for consistent recurring executive reporting.
Databox consolidates marketing KPIs into ready-made dashboards and scheduled scorecards pulled from multiple ad, web, and CRM sources. Reporting is built around connector ingestion plus dashboard widgets that update on a schedule for campaign performance variance and operational monitoring.
Automation is expressed through recurring report delivery and template-based KPI layouts rather than building every view from raw queries. Governance typically relies on controlled metric definitions inside the dashboard library and consistent connector mappings across workspaces.
- +Scheduled KPI scorecards reduce manual export and reformatting work
- +Large widget and template set covers common marketing reporting layouts
- +Connector-based ingestion supports multi-source campaign reporting workflows
- +Configurable reporting views support team handoff without custom code
- –Attribution depth is limited for multi-touch and custom attribution models
- –Complex reconciliation across identity and channel definitions can require extra discipline
- –Low-level query control is constrained compared with direct warehouse reporting
- –Deep audit trails for dataset lineage are not the primary focus
Best for: Fits when marketing teams need scheduled, multi-channel KPI scorecards with minimal reporting engineering.
Klipfolio
SMBBusiness dashboard and reporting analytics platform rebranded as Klipfolio PowerMetrics.
Klipfolio dashboard collections support KPI scorecards that can be scheduled, filtered, and shared for consistent stakeholder reporting.
Klipfolio is a KPI scorecard and dashboarding tool used for recurring marketing performance reporting. It connects to marketing and analytics sources, then builds metric views that can be scheduled for refresh and shared across teams.
The strongest fit is operational monitoring where marketers need consistent KPI definitions and drill paths from channel metrics to campaign level reporting. Reporting automation relies on connector-based data refresh and dashboard configuration rather than heavy custom analytics modeling.
- +Connector-based integrations support common ad, web analytics, and CRM reporting sources
- +Dashboard layout and KPI scorecards support marketer friendly drilldowns
- +Scheduled data refresh supports recurring marketing performance reporting workflows
- +Role-based access helps control who can view and edit dashboards
- –Advanced reconciliation workflows can require external prep when source schemas diverge
- –Marketing attribution modeling depth depends on what the connected data source provides
- –API surface for custom ingestion is less central than dashboard configuration
- –Complex cross-domain identity resolution often needs upstream identity stitching
Best for: Fits when marketing teams need recurring KPI dashboards with reliable connector-based data refresh and controlled sharing.
Conclusion
After evaluating 10 data science analytics, DashThis stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right digital marketing reporting software
Digital marketing reporting software turns connector data from ad platforms, web analytics, and CRMs into recurring KPI scorecards and dashboards that stakeholders can consume without rebuilding exports each cycle. This guide covers DashThis, ReportGarden, Reportei, NinjaCat, Whatagraph, Improvado, Supermetrics, TapClicks, Databox, and Klipfolio.
The differences show up in how reports are defined, scheduled, refreshed, and delivered across campaigns and clients. DashThis emphasizes API-first automation for creating and updating reporting outputs tied to external workflows, while Whatagraph ties scheduling to saved dashboard configurations to keep KPI definitions and visuals identical across repeated campaign views.
Digital Marketing Reporting Software for automated KPI scorecards, scheduled dashboards, and cross-platform performance sync
Digital marketing reporting software standardizes KPI calculations and dashboard layouts so teams can run consistent marketing performance reporting across recurring campaign cycles. DashThis uses API-first automation for report generation and update triggers, which supports agencies that need repeatable client deliverables.
Most tools in this category connect to marketing data sources and run scheduled refresh jobs so dashboards and exports stay current without manual spreadsheet work. ReportGarden focuses on dashboard templates that standardize KPI definitions and layouts across campaigns, while Improvado emphasizes reconciliation-style reporting to identify where metrics diverge during connector-driven sync runs.
Integration depth, report-definition workflow, and automation triggers for KPI delivery
Digital marketing reporting software succeeds when teams can define KPI logic once and reuse it across recurring scorecards without reformatting exports each cycle. The strongest tools keep connector sync, KPI calculations, and dashboard delivery aligned to the same reporting outputs every time.
API-first report automation versus template-first delivery
DashThis supports API-first automation for creating and updating reporting outputs tied to external reporting workflows, which fits agencies that trigger refreshes from outside tools. Whatagraph schedules report delivery from saved dashboard configurations so recurring exports preserve identical KPI definitions and visuals for each campaign view.
Reusable KPI scorecard templates across campaign cycles
ReportGarden uses dashboard templates to standardize KPI definitions and layouts across multiple campaign reporting cycles. NinjaCat also centers on recurring KPI scorecards with consistent dashboard structure to reduce metric drift across teams.
Reconciliation-style operational monitoring during connector sync
Improvado provides reconciliation-style reporting to pinpoint where cross-platform metrics diverge during sync and reporting runs. Reportei focuses on reconciliation checks packaged with scheduled KPI scorecards tied to campaign contexts.
Connector-based ingestion with consistent scheduled refresh jobs
Supermetrics uses managed connector queries plus scheduled refresh jobs to support repeatable KPI dashboards across many ad and analytics sources. Whatagraph and Klipfolio also rely on connector-based integrations and scheduled report generation, but their automation depth differs from DashThis’s API-first approach.
Operational constraints from mapping, attribution, and reconciliation complexity
Several tools require extra work when connector fields change because cross-platform field mapping can demand ongoing configuration, which is a key limitation called out for Supermetrics. Databox limits attribution depth for multi-touch and custom attribution models, and Klipfolio ties advanced reconciliation depth to what connected sources provide.
Choose by report definition model and automation surface, then validate mapping work for cross-source KPIs
The fastest way to narrow options is to pick the report-definition model that matches the team’s workflow. DashThis and Improvado fit teams that need automation triggers and connector-driven operations, while ReportGarden, NinjaCat, and Databox fit teams that prioritize reusable dashboard and scorecard templates.
Select an automation trigger model that matches external workflows
If client reporting must be created and refreshed from outside systems, DashThis’s API-first automation supports report generation and update triggers from external workflows. If the workflow can start from a saved dashboard configuration and run scheduled delivery, Whatagraph preserves identical KPI definitions and visuals across repeated campaign views.
Pick template governance for KPI definitions and layouts across campaigns
ReportGarden and NinjaCat emphasize reusable KPI dashboards or KPI scorecards that keep weekly and monthly stakeholder reporting consistent. This approach fits teams that need repeated campaign scorecards without rebuilding layouts for every reporting cycle.
Decide how much reconciliation troubleshooting the reporting layer must perform
If the main pain is explaining why cross-platform metrics differ during sync, Improvado’s reconciliation-style reporting pinpoints where metrics diverge during reporting runs. If reconciliation is part of the delivery pack for each campaign, Reportei schedules KPI scorecards that include reconciliation checks.
Estimate mapping effort for cross-platform identifiers and attribution logic
When field mapping must stay current as schemas evolve, Supermetrics flags that cross-platform field mapping can require ongoing configuration. For attribution-heavy programs, tools that call out attribution setup complexity such as ReportGarden, Whatagraph, and NinjaCat require careful channel logic and upstream attribution inputs.
Choose operational reporting breadth for multi-channel and multi-connector sync
Supermetrics and Whatagraph focus on connector-based ingestion and scheduled refresh jobs that reduce ETL work. Improvado and TapClicks shift more of the operational work into the report-definition workflow and reporting runs, which helps standardize KPI calculations but can increase setup complexity.
Who benefits from these reporting mechanics and scheduling models
Digital marketing reporting teams benefit when scheduled refreshes, reusable scorecards, and report delivery consistency reduce manual spreadsheet churn. The best fit depends on whether reporting outputs must be triggered from external systems, standardized through templates, or audited through reconciliation-style monitoring.
Agencies running repeatable client KPI reporting
DashThis fits agencies that need API-triggered report generation and update flows so client reporting outputs can refresh from external workflows.
Marketing ops teams standardizing scorecards across campaigns
ReportGarden, NinjaCat, and TapClicks emphasize dashboard or KPI scorecard templates that keep KPI calculations and dashboard layouts consistent across repeated campaign cycles.
Teams responsible for cross-platform metric consistency
Improvado is designed for reconciliation-style reporting that identifies where cross-platform metrics diverge during sync and reporting runs, which supports data quality monitoring in production.
Marketing teams that prefer consistent scheduled exports without building pipelines
Whatagraph schedules report delivery tied to saved dashboard configurations so recurring exports keep identical KPI definitions and visuals without requiring ETL pipelines.
Common pitfalls when teams implement KPI scorecards and scheduled reporting
Most failures come from underestimating how connector mapping and attribution logic affect KPI consistency. Other failures come from treating scheduled reporting as a drop-in replacement for governance and reconciliation work.
Assuming scheduled refresh prevents KPI drift across campaigns
NinjaCat and ReportGarden reduce drift by keeping consistent dashboard structures and reusable templates, but the mapping and attribution inputs must still align across sources to avoid incorrect rollups.
Ignoring cross-platform field mapping maintenance as schemas change
Supermetrics flags that cross-platform field mapping can require ongoing configuration as schemas evolve, so teams should budget time for connector field updates and validation tests.
Overbuilding attribution beyond what the connected data sources can support
Databox limits attribution depth for multi-touch and custom attribution models, and Klipfolio’s attribution modeling depth depends on what connected sources provide, so attribution-heavy requirements should be validated early.
Relying on reconciliation dashboards without planning for extra data prep
Improvado’s reconciliation-style reporting helps pinpoint divergence, but ReportGarden and Klipfolio still call out complex reconciliation and external preparation when source schemas diverge.
How We Selected and Ranked These Tools
We evaluated DashThis, ReportGarden, Reportei, NinjaCat, Whatagraph, Improvado, Supermetrics, TapClicks, Databox, and Klipfolio on feature coverage, automation repeatability, and how directly scheduled outputs match KPI definitions and layouts. Features carried 40% of the scoring, and ease and value each contributed 30% based on how quickly reporting cycles can be set up and reused for recurring stakeholder delivery.
DashThis ranked highest because API-first automation supports creating and updating reporting outputs tied to external reporting workflows, which aligns with agencies that need API-triggered refreshes rather than only scheduled exports. Whatagraph placed high because scheduling tied to saved dashboard configurations keeps KPI definitions and visuals identical across repeated campaign views.
Frequently Asked Questions About digital marketing reporting software
Which tools handle scheduled KPI dashboards with consistent KPI definitions across repeated campaign cycles?
How do agencies use an API to trigger reporting workflows instead of relying on manual exports?
How do reconciliation checks work when performance numbers diverge across channels and analytics sources?
When does connector-based ingestion reduce the need for ETL work compared with building custom pipelines?
Which tools are designed around KPI scorecards rather than ad hoc dashboards?
Where does RBAC and shared workspace governance show up in day-to-day reporting operations?
What breaks if cross-platform conversions and costs are not mapped to a consistent data model before reporting?
Which tool fits teams that want web and ad performance in one place without building custom dashboard logic?
How do teams extend reporting workflows beyond the built-in schedule and connector set?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
Keep exploring
Comparing two specific tools?
Software Alternatives
See head-to-head software comparisons with feature breakdowns, pricing, and our recommendation for each use case.
Explore software alternatives→In this category
Data Science Analytics alternatives
See side-by-side comparisons of data science analytics tools and pick the right one for your stack.
Compare data science analytics tools→