Kenji manages operations for a mid-sized logistics company. For six years, his team's spreadsheet infrastructure was built entirely in Excel -- rate calculation models, fleet tracking logs, vendor comparison sheets, and a scheduling workbook that had grown to 47 tabs and required a dedicated afternoon every month to update. When a new hire asked why they were not using something more collaborative, Kenji's first instinct was to explain that Excel was what the industry used. His second instinct, slower in arriving, was to wonder whether that was still true.
The specific problem had been building for two years. The 47-tab scheduling workbook lived on a shared network drive. Only one person could edit it at a time. When someone else tried to open it for read access and the current editor had forgotten to close it, the file was locked and the second person had to wait or ask the first person to save and close. Three times in the preceding year a version conflict had resulted in work being overwritten. The IT department had suggested migrating to SharePoint, which would enable co-authoring. The SharePoint migration had been on the project list for eighteen months without being completed, because SharePoint migrations are genuinely complicated and no one had been assigned to own it.
The new hire's question was more pointed than Kenji initially credited. She was not asking about Excel specifically. She was asking whether a spreadsheet on a shared network drive was the right tool at all for what the scheduling workbook was trying to do -- which was, when he thought about it clearly, not really a spreadsheet problem. It was a database problem. The scheduling workbook contained records of vehicles, drivers, routes, and time slots that related to each other. A spreadsheet was modeling a relational structure using tab references and VLOOKUP. There were tools that did that better.
"Most people use spreadsheets as a database because they learned spreadsheets before they learned databases. That is a workflow habit, not a technical necessity."
Why People Look for Excel Alternatives
Microsoft Excel is the most capable spreadsheet application ever built. That sentence is not hyperbole -- for numerical modeling, financial analysis, and complex data transformation, Excel has no peer in the spreadsheet category. The reasons people evaluate alternatives are specific to their use cases rather than Excel being deficient in absolute terms.
Cost for personal and small team use. Microsoft 365 Personal is $6.99/month or $69.99/year. Microsoft 365 Family covers up to 6 people at $9.99/month. For individuals or small teams who use spreadsheets for budgeting, project tracking, or list management, paying $84/year for Excel when free alternatives cover the same use cases is a legitimate question.
Real-time collaboration requires cloud setup. The desktop Excel application does not support real-time multi-user editing without saving the file to OneDrive or SharePoint and configuring co-authoring. Sharing an Excel file via email or a network drive produces version conflicts. Setting up co-authoring correctly requires IT involvement in many organizations. Google Sheets, by comparison, creates a shareable link in two clicks with real-time editing requiring no setup.
Overkill for most everyday use cases. The majority of Excel users use fewer than 10% of its features. Pivot tables, Power Query, Power Pivot, VBA macros, and advanced statistical functions are genuinely powerful but represent a small fraction of actual daily use across the spreadsheet-using population. A tool that provides 90% of what most users need and costs nothing is not an inferior choice -- it is an appropriately scoped one.
File compatibility friction. The .xlsx format is universally understood, but Excel's advanced features -- complex macros, Power Query steps, certain array formula types, and formatting tied to Windows rendering -- do not always survive transfer to other applications or operating systems. Users who receive Excel files that do not open correctly on Mac, or whose Google Sheets formulas behave differently from their Excel equivalents, encounter this friction regularly.
Spreadsheets used as databases. A significant portion of Excel use is not numerical computation but record management: a list of customers, a project tracking sheet, an inventory, a content calendar. These use cases are better served by tools designed for structured records management -- Airtable, Notion databases, or dedicated project management tools -- rather than by spreadsheet formulas.
Google Sheets
Google Sheets is the closest functional equivalent to Excel available for free. It runs in the browser on any device, requires no software installation, and stores files on Google Drive.
Features: Real-time multi-user editing with concurrent cursor visibility. Formula library covering most common Excel functions including VLOOKUP, INDEX MATCH, SUMIF, COUNTIF, array formulas, and custom Google functions like IMPORTRANGE, QUERY, and GOOGLETRANSLATE. Pivot tables. Charts and conditional formatting. Version history is continuous and automatic. Scripts via Google Apps Script (similar to VBA) allow automation. Integration with Google Forms for data collection. Import and export of .xlsx format.
Pricing: Free with a Google account (15GB shared storage with Gmail and Drive). Google Workspace Business Starter $6/user/month for business accounts.
Pros vs Excel: Free for personal and team use. Real-time collaboration requires only a link share -- no OneDrive or SharePoint setup. Accessible from any browser on any device. Version history is continuous without manual saves. Google Workspace integration for organizations already using Gmail and Calendar.
Cons vs Excel: Power Query, Power Pivot, and advanced VBA macros have no equivalent. Row and column limits (10 million cells per sheet) can be a constraint for large datasets. Performance on sheets with many formulas and large data ranges is slower than Excel desktop. Some complex Excel formulas do not have exact Google Sheets equivalents. No native desktop application -- browser-only means internet access is required for most functionality.
Best for: Personal budgeting and finance tracking. Small team project management and data sharing. Content calendars and editorial planning. Any spreadsheet use case where real-time collaboration and free cost outweigh advanced analysis features.
Airtable
Airtable is a database tool with a spreadsheet-like interface. It is not a direct spreadsheet replacement but replaces many workflows where people use spreadsheets as record management systems.
Features: Records (rows) with typed fields (columns) -- fields can be text, number, date, attachment, checkbox, link to another table, formula, rollup, or lookup. Multiple views of the same records: grid (spreadsheet-like), kanban board, gallery, calendar, Gantt chart, and form. Automations trigger on record changes: send emails, update fields, post to Slack, create records in other tables. Interfaces allow building custom dashboards and data entry forms. Link between tables creates relational database structures. API for developers to read and write records programmatically.
Pricing: Free (up to 1,000 records per base, 1GB storage). Team $20/user/month (50,000 records, automations). Business $45/user/month (125,000 records, advanced features). Enterprise (negotiated).
Pros vs Excel: Relational data management -- linking records in one table to records in another -- is native and intuitive. Multiple views serve different team members' needs without duplicate spreadsheets. Automations reduce manual data entry and status updates. No version conflict issues in team use.
Cons vs Excel: Not a numerical analysis tool -- formulas in Airtable are for field calculations, not the complex modeling Excel supports. The free tier's 1,000-record limit per base is restrictive for real data. The Team tier at $20/user/month is expensive compared to Google Sheets. Not suitable for financial modeling or statistical analysis.
Best for: Teams managing structured records -- CRM, project tracking, hiring pipelines, content calendars, inventory -- who currently use Excel or Google Sheets as an improvised database. The workflow step from spreadsheet to Airtable requires reframing the data as records rather than rows, but the results are significantly more maintainable.
Notion Databases
Notion's database feature provides a structured records system embedded within a broader notes and wiki platform. See also: Best Alternatives to Notion for Note-Taking and Productivity.
Features: Databases with typed properties: text, number, select, multi-select, date, checkbox, relation (link to another database), rollup (calculate across linked records), formula, file. Multiple views: table, board, gallery, calendar, list, timeline. Filters and sorts on any property. Linked database views that show a filtered subset of a database in a different page. Relations between databases for simple relational data.
Pricing: Free (unlimited personal use, limited collaboration). Plus $10/user/month (unlimited collaboration). Business $15/user/month.
Pros vs Excel: Database records embedded within documents and wikis -- a project database on the same page as the project brief. Flexible views for different team needs. Good for teams already using Notion for notes and documentation.
Cons vs Excel: No formulas beyond basic arithmetic and property calculations. Not suitable for numerical analysis. Performance on large databases (10,000+ records) is sluggish. Notion databases are more limited than Airtable's in automation and view options. Not a spreadsheet replacement for users who need formula-heavy computation.
Best for: Notion users who want to add structured data to their existing workspace. Teams tracking projects, tasks, or content within a Notion-based workflow.
Apple Numbers
Apple Numbers is a free spreadsheet app included with every Apple device. Its design philosophy differs from Excel and Google Sheets: instead of data filling the entire canvas, sheets can contain multiple distinct tables alongside text, images, and charts.
Features: Multiple tables per sheet allow laying out different data sets on the same canvas. Charts with polished visual design. Formulas covering common spreadsheet functions. Conditional highlighting (equivalent to conditional formatting). Import and export of .xlsx format. iCloud sync across Mac, iPhone, and iPad. Collaboration via iCloud links. Real-time co-editing in the browser version.
Pricing: Free on all Apple devices.
Pros vs Excel: Free. The multi-table canvas approach is genuinely useful for presentations and reports where you want data and charts side by side with explanatory text. Visually the best chart output of any spreadsheet tool. Runs natively on Mac and iOS.
Cons vs Excel: Function library is smaller -- advanced statistical functions and many Excel formulas have no Numbers equivalent. No pivot tables (limited pivot-like functionality only). Import compatibility with complex Excel files is inconsistent. No Windows or Android app. Not suitable for power users or data analysts.
Best for: Mac and iOS users who need a free spreadsheet tool for personal budgeting, simple data tracking, and visually polished reports and presentations. Not suitable for finance or analysis work.
LibreOffice Calc
LibreOffice Calc is an open-source spreadsheet application that is part of the LibreOffice suite. It is the strongest free desktop Excel alternative for users who need advanced features without a subscription.
Features: Large function library compatible with most Excel formulas. Pivot tables (DataPilot). Conditional formatting. Charts. Macro support using LibreOffice Basic. Import and export of .xlsx format with broad compatibility. Runs on Windows, Mac, and Linux. Works fully offline. No cloud component -- files are stored locally.
Pricing: Free and open-source. No subscription required.
Pros vs Excel: Free and open-source with no vendor lock-in. Works offline without any setup. Stores files locally. Available on Linux, which Excel does not support. No telemetry data collection concerns.
Cons vs Excel: Power Query and Power Pivot have no equivalent. VBA macros must be rewritten in LibreOffice Basic. Complex Excel files may not render exactly in Calc due to formatting differences. The interface feels dated compared to modern Excel. No real-time collaboration -- LibreOffice is a local desktop application.
Best for: Users who need a capable desktop spreadsheet without a subscription. Linux users. Privacy-conscious users who want local file storage and no cloud dependency. Organizations that need free .xlsx-compatible software across Windows, Mac, and Linux.
Rows
Rows is a modern collaborative spreadsheet tool designed for teams working with data from external sources. It positions itself as a spreadsheet with built-in integrations.
Features: Built-in connectors to Google Analytics, Stripe, HubSpot, Salesforce, PostgreSQL, MySQL, and dozens of other data sources -- data pulls directly into the spreadsheet without manual export. SQL query cells allow querying a connected database and returning results as spreadsheet rows. Collaborative editing with sharing similar to Google Sheets. Charts and data visualization. Scheduled refreshes for live data. API connectors for custom integrations.
Pricing: Free (limited rows and integrations). Starter $59/month (team, unlimited rows, basic integrations). Business $149/month (advanced integrations, scheduled refreshes).
Pros vs Excel: Live data from multiple sources without the manual export-import cycle. SQL in cells is a significant advantage for analysts who work with database data. Collaboration built in without cloud storage setup.
Cons vs Excel: Expensive for the use cases it serves -- $59-149/month is only justified if the live data integrations save meaningful time. Not a numerical analysis tool with Excel's depth. Smaller user community than Excel or Google Sheets.
Best for: Analysts and operations teams who regularly pull data from multiple sources (Stripe revenue, HubSpot contacts, Google Analytics metrics) and currently spend time manually exporting and combining that data in Excel or Google Sheets.
Smartsheet
Smartsheet is a work management platform built around a spreadsheet interface. It occupies the space between spreadsheet and project management tool.
Features: Rows as tasks or records with columns for properties: text, date, dropdown, contact, attachment, checkbox, formula. Dependency tracking for project management -- predecessors, successors, and automatic date adjustments. Gantt chart view. Card view (kanban). Calendar view. Automated notifications and approval workflows. Forms for external data collection. Dashboard reporting across multiple sheets. Integration with Salesforce, Microsoft Teams, Slack, and Jira.
Pricing: Pro $7/user/month. Business $25/user/month. Enterprise (negotiated).
Pros vs Excel: Project management features (dependencies, Gantt, resource management) are built in rather than simulated with formulas. Automations for notifications and approvals. Dashboard reporting across multiple sheets for leadership visibility. Better suited than Excel for tracking project status across teams.
Cons vs Excel: Not a numerical analysis tool. More expensive than Google Sheets for comparable spreadsheet functionality. The project management features overlap with dedicated tools like Jira, Asana, or Monday that may already be in use.
Best for: Enterprise operations teams, project managers, and PMO functions that manage projects using a spreadsheet mental model and need scheduling, dependencies, and reporting features alongside standard spreadsheet functionality.
Zoho Sheet
Zoho Sheet is a browser-based spreadsheet tool from Zoho Corporation, included in the Zoho Workplace suite.
Features: Spreadsheet interface comparable to Google Sheets with over 1,000 built-in functions. Real-time multi-user collaboration. Charts and pivot tables. Conditional formatting. Macros using Deluge (Zoho's scripting language) or JavaScript. Import and export of .xlsx format. Works in any browser. Integration with Zoho CRM, Zoho Projects, and other Zoho apps.
Pricing: Free (part of Zoho free tier, up to 5 users with Zoho Workplace Free). Zoho Workplace Standard $3/user/month. Zoho Workplace Professional $6/user/month.
Pros vs Excel: Free for small teams with Zoho's free tier. No advertising. Integration with Zoho's broader suite for businesses using Zoho CRM or Zoho Projects. 1,000+ functions covers most use cases.
Cons vs Excel: Less widely used than Google Sheets, so less community support and fewer integrations with third-party tools. The macro language (Deluge) requires learning a Zoho-specific syntax. Mobile apps are less polished than Google Sheets.
Best for: Small businesses already using Zoho CRM, Zoho Mail, or other Zoho applications who want a free or low-cost spreadsheet tool that integrates with their existing Zoho infrastructure.
Retool
Retool is a developer-focused platform for building internal data tools and dashboards. It is not a spreadsheet but replaces many use cases where people use Excel as an internal business tool.
Features: Drag-and-drop interface for building data tables, forms, charts, and dashboards connected to databases and APIs. Supports PostgreSQL, MySQL, MongoDB, REST APIs, GraphQL, Salesforce, and many other data sources. Custom JavaScript for logic and transformations. Access controls at the component and application level. Deployment as web applications accessible to non-technical users.
Pricing: Free (5 users, 5 apps). Team $10/user/month. Business $50/user/month. Enterprise (negotiated).
Pros vs Excel: When Excel is being used to build a multi-person data entry and reporting tool (a common pattern), Retool produces a purpose-built application that is more reliable, has proper access controls, and does not require knowing which shared network drive the current file is on.
Cons vs Excel: Requires developer involvement to build. Not suitable for ad-hoc analysis, one-person use, or use cases that genuinely benefit from Excel's formula flexibility. A Retool application takes days to build; an Excel spreadsheet takes hours.
Best for: Engineering teams and developers building internal tools -- admin dashboards, data entry interfaces, reporting views -- that are currently improvised in Excel or Google Sheets.
Comparison Table
| Tool | Monthly price | Offline | Collaboration | Analysis depth | Best for |
|---|---|---|---|---|---|
| Excel | $6.99 (M365 Personal) | Full | With cloud setup | Best in class | Complex analysis, finance |
| Google Sheets | Free | Limited | Excellent | Good | Collaboration, general use |
| Airtable | Free / $20-45/user | Limited | Good | Limited (records) | Relational records, CRM |
| Notion databases | Free / $10-15/user | Limited | Good | Basic | Teams using Notion |
| Apple Numbers | Free | Full | Via iCloud | Limited | Mac users, visual reports |
| LibreOffice Calc | Free | Full | No | Good | Offline, open-source |
| Rows | $59-149/mo (team) | No | Good | Moderate | Live data integration |
| Smartsheet | $7-25/user | Limited | Good | Limited | Project management |
| Zoho Sheet | Free / $3-6/user | No | Good | Good | Zoho ecosystem |
| Retool | Free / $10-50/user | No | N/A (built apps) | Via integrations | Internal tools |
Who Should Switch and Who Should Stay
Stay with Excel if: You do financial modeling, statistical analysis, or data transformation work that requires Power Query, Power Pivot, or VBA. Your organization requires .xlsx format for compliance or external sharing. You work with datasets large enough to hit Google Sheets' performance limits. You need VBA automation for complex repeating tasks.
Switch to Google Sheets if: You need real-time collaboration without cloud storage setup. Your spreadsheet use is moderate -- budgeting, project tracking, lists, content calendars. You are comfortable in a browser and on multiple devices. Free cost is a consideration.
Switch to Airtable if: You currently use Excel or Google Sheets primarily as a record management system for projects, contacts, inventory, or content, and the data has relational structure (one row references another). The shift from spreadsheet to database thinking is the main investment.
Switch to Apple Numbers if: You use a Mac and need a free spreadsheet tool for personal use and visually polished output. The function library is sufficient for non-analytical use.
Switch to LibreOffice Calc if: You need a capable desktop spreadsheet without a subscription. You use Linux. You want local file storage with no cloud dependency.
Switch to Rows if: You spend regular time manually exporting data from Stripe, Google Analytics, HubSpot, or similar services and combining it in a spreadsheet. The time savings from live integrations is the value proposition.
Switch to Smartsheet if: Your team manages complex projects using a spreadsheet model and you need Gantt charts, dependencies, and automated notifications alongside standard spreadsheet functionality.
The honest assessment: Excel is the right tool for serious numerical work and will remain so. Google Sheets is the right tool for most everyday spreadsheet collaboration. Airtable is the right tool for structured records that people currently manage in Excel because they do not know there is a better option. The pattern of using a spreadsheet as a database -- because spreadsheets are familiar and databases seem complex -- is a workflow habit worth examining for any team managing more than a few hundred records.
See also: Best Alternatives to Google Docs for Writing and Collaboration | Best Cloud Storage Tools in 2026 | Productivity Tools Compared
Frequently Asked Questions
What is the best free alternative to Excel?
Google Sheets is the strongest free alternative to Excel for most users. It provides a full-featured spreadsheet environment in the browser with no software installation required, real-time collaboration, automatic saving to Google Drive, and a formula library that covers the vast majority of Excel functions including VLOOKUP, INDEX MATCH, array formulas, and pivot tables. The 15GB free storage shared with Gmail and Drive is sufficient for most spreadsheet work. The interface is familiar enough that Excel users can begin working in Google Sheets without significant retraining. The limitations relative to Excel are in advanced analysis features: Power Query, Power Pivot, advanced macro automation with VBA, and certain statistical functions are absent or have weaker equivalents. For personal budgeting, project tracking, list management, and small-team data work, Google Sheets is a complete free solution. LibreOffice Calc is the best free option for users who need desktop software and stronger .xlsx compatibility. It runs on Windows, Mac, and Linux, stores files locally, works offline, and has a function library comparable to older versions of Excel. The interface is not as polished as modern Excel but the core functionality is thorough. For users who need pivot tables, complex formulas, and local file storage without a subscription, LibreOffice Calc is the answer. Apple Numbers is free on Mac and iOS and provides a visually superior spreadsheet experience for simpler use cases. Its chart and table formatting are significantly better than Excel or Google Sheets for presentations. The function library is smaller, making it less suitable for complex analysis.
Google Sheets vs Excel: which should you use?
The decision breaks down by use case and context. Use Google Sheets when: you need real-time collaboration with multiple people editing simultaneously, you want automatic version history without manual saving, you work primarily in a browser and on multiple devices, you are already using Google Workspace for email and calendar, or your spreadsheet needs are moderate -- budgeting, project tracking, content calendars, shared lists. Use Excel when: you work with large datasets that exceed Google Sheets' row limits (10 million cells), you need Power Query for data transformation and cleaning from multiple sources, you use Power Pivot for data modeling across multiple tables, you need VBA macros for complex automation, you work with external data connections to databases or enterprise systems, or your organization requires .xlsx format for compliance or compatibility with other software. For data analysts and finance professionals, Excel's data modeling capabilities have no genuine equivalent in Google Sheets. The Power Query Editor alone -- which lets you connect to databases, clean data, merge tables, and build repeatable transformation pipelines -- justifies the $6.99/month Microsoft 365 Personal subscription for serious data work. For the other 80% of spreadsheet use cases, Google Sheets handles the work at no cost. The collaboration advantage is real: sharing a Google Sheet is one URL, not an attached file that produces version conflicts.
What Excel alternatives work best for data analysis?
For professional data analysis, the tools most commonly used alongside or instead of Excel are Python (with pandas and Jupyter notebooks), R, and dedicated business intelligence tools like Tableau, Looker Studio, or Power BI. These are not spreadsheet alternatives in the traditional sense but are what data analysts actually use when Excel becomes a limiting factor. Within the spreadsheet category, Rows is a newer collaborative spreadsheet tool designed for analysts who work with live data. It has built-in connectors to Google Analytics, Stripe, HubSpot, PostgreSQL, and dozens of other data sources, allowing data to pull directly into a spreadsheet without manual export. The interface supports SQL queries in cells. At \(59-149/month it is priced for teams that need live data reporting. Retool is for developers and analysts building internal data tools. It connects to databases and APIs and allows building dashboards, data editors, and reporting interfaces without frontend engineering. At \)10-50/month it is not a spreadsheet but it replaces many workflows where people use Excel as an internal tool. For pure analysis work that stays within a spreadsheet interface, Excel with Power Query and Power Pivot remains the most capable tool. Google Sheets has improved its analysis features but the gap for serious data work is real. Airtable is strong for relational data and structured records but it is not an analysis tool -- it is better described as a database with a spreadsheet interface.
What is the best Excel alternative for teams and collaboration?
Airtable is the best collaborative spreadsheet alternative for teams managing structured data. Its relational model -- where records in one table can link to records in another, similar to a database -- is more powerful than a flat spreadsheet for use cases like project tracking, content calendars, CRM, inventory management, and hiring pipelines. Multiple views of the same data (grid, kanban, gallery, calendar, Gantt) allow different team members to see the same records in the format that suits their work. Automations trigger actions when records change. Integrations connect to Slack, Google Calendar, and hundreds of other tools. The limitation is cost: the Free tier is limited to 1,000 records per base, the Team tier is \(20/user/month, and the Business tier is \)45/user/month. For teams where the use case is relational data management rather than numerical analysis, Airtable justifies its price. Google Sheets is the best collaborative option for teams that need free or low-cost real-time editing of numerical data. The sharing model is simpler than Airtable, the cost is lower, and for standard spreadsheet work the collaboration features are sufficient. Smartsheet occupies the space between spreadsheet and project management tool. At $7-25/user/month it is used by enterprise teams managing complex projects where the spreadsheet interface -- rows as tasks, columns as properties -- suits the work but standard project management software is too rigid.
Can Airtable replace Excel?
Airtable can replace Excel for specific use cases but not for all of them. Airtable replaces Excel effectively for: structured record management where each row represents an entity (a project, a contact, an inventory item, a job application) with consistent properties; team collaboration where multiple people need to update records and see changes in real time; data that benefits from multiple views such as a kanban board for status or a calendar for dates; workflows requiring automation like sending a notification when a record changes status. Airtable does not replace Excel for: numerical analysis, financial modeling, or calculations involving many rows of data; pivot tables and cross-tabulation; complex formulas referencing ranges across sheets; data visualization through charts; large datasets (Airtable's free tier limits records per base and the paid tiers have practical performance limits at very high record counts). The way to think about this is that Airtable replaces the use of Excel as a database or list management tool, which is how many non-technical users actually use Excel. It does not replace Excel as a numerical computation and analysis tool. Many teams that switch to Airtable find they still keep Google Sheets or Excel for financial reporting and analysis while using Airtable for operational tracking.
What Excel alternatives work without internet?
LibreOffice Calc is the best fully offline Excel alternative. It is a complete desktop spreadsheet application that installs on Windows, Mac, and Linux. All processing happens locally, files are stored on your device, and no internet connection is required for any feature. The function library covers the vast majority of Excel functions. Pivot tables, named ranges, conditional formatting, charts, and macros (using LibreOffice Basic rather than VBA) are all available. The .xlsx compatibility is good for standard spreadsheet formats but can struggle with complex Excel files that use advanced formatting or VBA macros. Apple Numbers works fully offline on Mac and iOS. Files are stored locally (or synced via iCloud if enabled). The function library is smaller than LibreOffice Calc but the interface is cleaner. Microsoft Excel's desktop application works offline for all core features. OneDrive sync is enabled by default but can be disabled. If you have a Microsoft 365 subscription, you can work offline in Excel and sync when connectivity is restored. This is the strongest offline experience among the major spreadsheet tools because you retain full Excel compatibility. Google Sheets has a limited offline mode via the Chrome extension. It allows editing sheets cached from your last online session but has feature limitations and requires Chrome.
What do data analysts use instead of Excel?
Working data analysts outside of finance functions have largely moved away from Excel as their primary tool. The most common tools in the data analyst workflow in 2026 are: Python with pandas for data manipulation and analysis -- pandas provides Excel-like operations (filtering, grouping, pivot tables, merges) on datasets that would cause Excel to crash, and Jupyter notebooks provide a shareable, executable document format; SQL for querying databases directly rather than exporting data to a spreadsheet for analysis; business intelligence tools like Tableau, Looker, Power BI, or Looker Studio for creating dashboards and reports from data sources without manual data manipulation; dbt (data build tool) for transforming data in databases using SQL, replacing the role of Excel in data pipeline construction. Within the spreadsheet category, Rows and Observable (a JavaScript-based data notebook) are used by analysts who want spreadsheet-style interfaces with live database connections. The honest context: Excel is still widely used in finance, accounting, and operations roles because the formula-based computation model suits financial modeling, and the .xlsx format is a universal data interchange format. Excel is not disappearing from professional use. What has changed is that Python, SQL, and BI tools have taken the analysis work that used to require large, complex Excel workbooks, leaving Excel better suited to the structured computation and reporting tasks it was originally designed for.