Best Data Analysis Tool? 5 Products Tested & Compared (2026)
We tested 5 data analysis tools — DataFish, Excel, ChatExcel, Jiushuyun, FineBI — with the same store sales data. Compared on speed, depth, chart quality, and pricing. Conclusion: DataFish is the best fit for SMBs and chain stores.
Which Data Analysis Tool Is Best? It Depends on Your Needs
There are many data analysis tools on the market, but "which is best" depends on who you are. If you're a chain store owner or manager who needs weekly sales analysis, with no dedicated data analyst on the team, your core needs are: upload data and get results, no complex tools to learn, affordable pricing. Based on these criteria, we tested 5 popular tools with the same 3-month, 5-store sales dataset.
Test Conditions: Same Data, Same Analysis Goal
Test data: an Excel file with 3 months of sales records across 5 stores, 12 categories, ~15,000 rows. Analysis goal: find sales trends, store comparisons, category contributions, and anomalies. All tools used from scratch with no pre-built templates.
Evaluation Criteria
4 dimensions: upload and preparation time, analysis depth (how many insights discovered), chart quality (ready for reports), total time from upload to complete results.
Test Results: 5 Tools Compared
Excel: 0 min upload but 2 hours for formulas and pivot tables. Depth depends on skill. Charts manual. Total: ~3 hours. ChatExcel: 1 min upload, chat-based analysis. Shallow depth, basic charts. Total: ~30 min but incomplete. Jiushuyun: 5 min upload, requires data model setup. Medium depth, good charts. Total: ~2 hours with setup. FineBI: 5 min upload, requires IT setup of data pipelines. High depth, professional charts. Total: ~4 hours with setup. DataFish: 1 min upload, AI auto-detects structure and analyzes. Complete diagnosis in 5 min: trends, comparisons, anomalies, recommendations. Charts report-ready. Total: ~6 minutes.
Price Comparison
Excel: free (if you have Office), but hidden time cost of 5000+ CNY/year. ChatExcel: basic features free, premium features paid. Jiushuyun: per-seat pricing, thousands to tens of thousands CNY/year. FineBI: enterprise pricing, tens of thousands CNY/year minimum. DataFish: 72-hour free trial, ¥29.9/month, ¥299/year. Best value for 3-5 store chains.
Conclusion: Which Tool Should SMBs and Chain Stores Choose?
For teams under 50 people with 1-100 stores needing weekly or monthly analysis, the recommended order is: DataFish (zero barrier, 5-minute results, under ¥30/month) > ChatExcel (free but shallow) > Excel (capable but slow). Jiushuyun and FineBI suit mid-to-large enterprises with IT departments, not small teams.
When to Choose FineBI or Jiushuyun?
When your team exceeds 50 people with dedicated data/IT staff and needs complex data warehouses and multi-dimensional dashboards. For daily business analysis, they're overkill.