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[Release] Build of ubuntu-docs is failing on thrift #28643

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Description

@asfimport

When building the image, after the fix in ARROW-12909, the build fails with

- Checking for module 'thrift'
--   Found thrift, version 0.13.0
-- Found Thrift: /usr/lib/x86_64-linux-gnu/libthrift.so (found suitable version "0.13.0", minimum required is "0.11.0")  
-- Providing CMake module for Thrift
CMake Error at /usr/share/cmake-3.16/Modules/FindPackageHandleStandardArgs.cmake:146 (message):
  Could NOT find Protobuf: Found unsuitable version "3.6.1", but required is
  at least "3.7.0" (found /usr/lib/x86_64-linux-gnu/libprotobuf.so;-pthread)
Call Stack (most recent call first):
  /usr/share/cmake-3.16/Modules/FindPackageHandleStandardArgs.cmake:391 (_FPHSA_FAILURE_MESSAGE)
  /usr/share/cmake-3.16/Modules/FindProtobuf.cmake:624 (FIND_PACKAGE_HANDLE_STANDARD_ARGS)
  cmake_modules/ThirdpartyToolchain.cmake:234 (find_package)
  cmake_modules/ThirdpartyToolchain.cmake:1419 (resolve_dependency)
  CMakeLists.txt:506 (include)

Reporter: Jorge Leitão / @jorgecarleitao
Assignee: Jonathan Keane / @jonkeane

PRs and other links:

Note: This issue was originally created as ARROW-12915. Please see the migration documentation for further details.

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