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Beaconchain · Excel Guide

Pull Validator Balance History Into a Excel

2026-05-14
5 min read

The Scenario

You run a crypto fund with positions across 50 Ethereum validators. Every Monday morning you pull the previous week's balance data to calculate cumulative yield and flag any underperformers before the weekly investor update. The data lives on beaconcha.in. The analysis lives in an Excel workbook. The space between them is currently your problem.

The bad version:

  • Export a CSV from beaconcha.in for validator 1, open it in Excel, reformat the epoch column, paste the relevant columns into the workbook
  • Repeat 49 more times across a 90-epoch range, checking each time that the epoch numbers align with the existing table structure
  • Discover that three validators had CSV exports with different column headers and you've been pasting them into the wrong columns for the last 20 minutes

The fund's Monday update doesn't move. You have a fixed window to get this done, and rebuilding rows from CSV exports one validator at a time is not something you can outsource or automate at the last minute.

The Easy Way: One Prompt in SheetXAI

SheetXAI is an AI agent that lives directly inside your Excel workbook. It reads your validator indices in column A, understands that you need epoch-level balance data, and talks to Beaconchain on your behalf. No API configuration, no CSV imports, no column realignment.

For each validator index in column A of my Excel table, pull the last 100 epochs of balance data from Beaconcha.in and write epoch, balance, and income change into columns B, C, and D

What You Get

  • One column group per validator, labeled with the validator index in the header row
  • Three columns per group: epoch number, effective balance in gwei, and total balance in gwei
  • All 50 validators written in a single pass — no partial results from rate limit errors
  • Any validator index that returns an error gets a note in its header cell so you can investigate without losing the rest of the data

What If the Data Is Not Quite Ready

The epoch range doesn't match your yield formula anchors

Fetch Beaconchain balance history for all validator indices in column A of my Excel table — pull epochs 250000 through 250090 specifically — and write epoch, effective balance, and total balance starting at column C with validator index as the header

Some validators in column A haven't activated yet

Fetch Beaconchain balance history for all validator indices in column A of my Excel table — skip any index that returns no data or a not-yet-active status, note skipped indices in a Skip Log worksheet, and write the rest starting at column C

You need the balance in ETH, not gwei, for the yield formula

Pull Beaconchain balance history for all validator indices in column A of my Excel table — last 90 epochs — convert all effective balance and total balance values from gwei to ETH by dividing by 1000000000, and write into column groups starting at column C

You need the balance delta per epoch plus a cumulative yield column added inline

Fetch Beaconchain balance history for validator indices in column A of my Excel table — last 90 epochs — write epoch, effective balance, total balance, and epoch-over-epoch balance delta for each validator in separate column groups starting at column C, then add a cumulative yield row at the bottom of each group

SheetXAI can combine the data pull, the unit conversion, and the derived calculations in a single instruction rather than running them as separate steps.

Try It

Get the 7-day free trial of SheetXAI and open your validator tracking workbook — drop your 50 indices into column A and ask SheetXAI to pull the last 90 epochs of balance history. You'll also want to look at the spoke on pulling income breakdowns for tax reporting, and the hub overview covers all the ways SheetXAI connects to Beaconchain.

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