diff --git a/deps/libsuitesparse.mk b/deps/libsuitesparse.mk
index 386194221b43c..7e36bce8f4f9d 100644
--- a/deps/libsuitesparse.mk
+++ b/deps/libsuitesparse.mk
@@ -3,14 +3,20 @@ include $(SRCDIR)/libsuitesparse.version
 
 ifneq ($(USE_BINARYBUILDER_LIBSUITESPARSE), 1)
 
-LIBSUITESPARSE_PROJECTS := "amd;btf;camd;ccolamd;colamd;cholmod;klu;ldl;umfpack;rbio;spqr"
+LIBSUITESPARSE_PROJECTS := "suitesparse_config;amd;btf;camd;ccolamd;colamd;cholmod;klu;ldl;umfpack;rbio;spqr"
 LIBSUITESPARSE_LIBS := $(addsuffix .*$(SHLIB_EXT)*,suitesparseconfig $(subst ;, ,$(LIBSUITESPARSE_PROJECTS)))
 
+ifeq ($(OS),WINNT)
+BLAS_LIB_NAME_NO_EXT:=blastrampoline-5
+else
+BLAS_LIB_NAME_NO_EXT:=blastrampoline
+endif
+
 LIBSUITESPARSE_CMAKE_FLAGS := $(CMAKE_COMMON) \
 	  -DCMAKE_BUILD_TYPE=Release \
 	  -DBUILD_STATIC_LIBS=OFF \
 	  -DBUILD_TESTING=OFF \
-	  -DSUITESPARSE_ENABLE_PROJECTS="suitesparse_config;$(LIBSUITESPARSE_PROJECTS)" \
+	  -DSUITESPARSE_ENABLE_PROJECTS=$(LIBSUITESPARSE_PROJECTS) \
 	  -DSUITESPARSE_DEMOS=OFF \
 	  -DSUITESPARSE_USE_STRICT=ON \
 	  -DSUITESPARSE_USE_CUDA=OFF \
@@ -18,13 +24,17 @@ LIBSUITESPARSE_CMAKE_FLAGS := $(CMAKE_COMMON) \
 	  -DSUITESPARSE_USE_OPENMP=OFF \
 	  -DCHOLMOD_PARTITION=ON \
 	  -DBLAS_FOUND=1 \
-	  -DBLAS_LIBRARIES="$(build_shlibdir)/libblastrampoline.$(SHLIB_EXT)" \
-	  -DBLAS_LINKER_FLAGS="blastrampoline" \
-	  -DBLA_VENDOR="blastrampoline" \
-	  -DLAPACK_LIBRARIES="$(build_shlibdir)/libblastrampoline.$(SHLIB_EXT)" \
-	  -DLAPACK_LINKER_FLAGS="blastrampoline" \
-	  -DBLAS64_SUFFIX="_64" \
-	  -DSUITESPARSE_USE_64BIT_BLAS=YES
+	  -DBLAS_LIBRARIES="$(build_shlibdir)/lib$(BLAS_LIB_NAME_NO_EXT).$(SHLIB_EXT)" \
+	  -DBLAS_LINKER_FLAGS="$(BLAS_LIB_NAME_NO_EXT)" \
+	  -DBLA_VENDOR="$(BLAS_LIB_NAME_NO_EXT)" \
+	  -DLAPACK_LIBRARIES="$(build_shlibdir)/lib$(BLAS_LIB_NAME_NO_EXT).$(SHLIB_EXT)" \
+	  -DLAPACK_LINKER_FLAGS="${BLAS_LIB_NAME_NO_EXT}"
+
+ifeq ($(BINARY),64)
+LIBSUITESPARSE_CMAKE_FLAGS += -DBLAS64_SUFFIX="_64" -DSUITESPARSE_USE_64BIT_BLAS=YES
+else
+LIBSUITESPARSE_CMAKE_FLAGS += -DSUITESPARSE_USE_64BIT_BLAS=NO
+endif
 
 ifneq (,$(findstring $(OS),Linux FreeBSD))
 LIBSUITESPARSE_CMAKE_FLAGS += -DCMAKE_INSTALL_RPATH="\$$ORIGIN"
@@ -42,21 +52,15 @@ $(BUILDDIR)/SuiteSparse-$(LIBSUITESPARSE_VER)/source-extracted: $(SRCCACHE)/Suit
 checksum-libsuitesparse: $(SRCCACHE)/SuiteSparse-$(LIBSUITESPARSE_VER).tar.gz
 	$(JLCHECKSUM) $<
 
-# https://github.com/DrTimothyAldenDavis/SuiteSparse/pull/671
-$(SRCCACHE)/SuiteSparse-$(LIBSUITESPARSE_VER)/suitesparse-blas-suffix.patch-applied: $(SRCCACHE)/SuiteSparse-$(LIBSUITESPARSE_VER)/source-extracted
-	cd $(dir $@) && \
-		patch -p1 -f < $(SRCDIR)/patches/suitesparse-blas-suffix.patch
-	echo 1 > $@
-
-$(SRCCACHE)/SuiteSparse-$(LIBSUITESPARSE_VER)/source-patched: $(SRCCACHE)/SuiteSparse-$(LIBSUITESPARSE_VER)/suitesparse-blas-suffix.patch-applied
+$(BUILDDIR)/SuiteSparse-$(LIBSUITESPARSE_VER)/source-patched: $(BUILDDIR)/SuiteSparse-$(LIBSUITESPARSE_VER)/source-extracted
 	echo 1 > $@
 
 $(BUILDDIR)/SuiteSparse-$(LIBSUITESPARSE_VER)/build-compiled: | $(build_prefix)/manifest/blastrampoline
 
-$(BUILDDIR)/SuiteSparse-$(LIBSUITESPARSE_VER)/build-compiled: $(SRCCACHE)/SuiteSparse-$(LIBSUITESPARSE_VER)/source-patched
-	cd $(dir $<) && $(CMAKE) .. $(LIBSUITESPARSE_CMAKE_FLAGS)
-	make
-	make install
+$(BUILDDIR)/SuiteSparse-$(LIBSUITESPARSE_VER)/build-compiled: $(BUILDDIR)/SuiteSparse-$(LIBSUITESPARSE_VER)/source-patched
+	cd $(dir $<) && $(CMAKE) . $(LIBSUITESPARSE_CMAKE_FLAGS)
+	make -C $(dir $<)
+	make -C $(dir $<) install
 	echo 1 > $@
 
 ifeq ($(OS),WINNT)
diff --git a/deps/patches/suitesparse-blas-suffix.patch b/deps/patches/suitesparse-blas-suffix.patch
deleted file mode 100644
index c6a04ddee618d..0000000000000
--- a/deps/patches/suitesparse-blas-suffix.patch
+++ /dev/null
@@ -1,40 +0,0 @@
-From b936940aab08dc4bc60ccf2b9daec2105a960ad4 Mon Sep 17 00:00:00 2001
-From: =?UTF-8?q?Markus=20M=C3=BCtzel?= <markus.muetzel@gmx.de>
-Date: Mon, 1 Jan 2024 13:00:17 +0100
-Subject: [PATCH] Add preprocessor definitions also with user-supplied
- BLAS_LIBRARIES
-
----
- SuiteSparse_config/cmake_modules/SuiteSparseBLAS.cmake   | 4 ++--
- SuiteSparse_config/cmake_modules/SuiteSparseBLAS64.cmake | 2 +-
- 2 files changed, 3 insertions(+), 3 deletions(-)
-
-diff --git a/SuiteSparse_config/cmake_modules/SuiteSparseBLAS.cmake b/SuiteSparse_config/cmake_modules/SuiteSparseBLAS.cmake
-index ca241472d..be7cd2e73 100644
---- a/SuiteSparse_config/cmake_modules/SuiteSparseBLAS.cmake
-+++ b/SuiteSparse_config/cmake_modules/SuiteSparseBLAS.cmake
-@@ -36,9 +36,9 @@ if ( DEFINED BLAS_LIBRARIES OR DEFINED BLAS_INCLUDE_DIRS )
-     # User supplied variables for libraries and/or include directories.
-     # Use them as-is.
-     if ( SUITESPARSE_USE_64BIT_BLAS )
--        set ( SuiteSparse_BLAS_integer "int64_t" )
-+        include ( SuiteSparseBLAS64 )
-     else ( )
--        set ( SuiteSparse_BLAS_integer "int32_t" )
-+        include ( SuiteSparseBLAS32 )
-     endif ( )
-     return ( )
- endif ( )
-diff --git a/SuiteSparse_config/cmake_modules/SuiteSparseBLAS64.cmake b/SuiteSparse_config/cmake_modules/SuiteSparseBLAS64.cmake
-index 744aaef91..1a5c63690 100644
---- a/SuiteSparse_config/cmake_modules/SuiteSparseBLAS64.cmake
-+++ b/SuiteSparse_config/cmake_modules/SuiteSparseBLAS64.cmake
-@@ -37,7 +37,7 @@ set ( SuiteSparse_BLAS_integer "int64_t" )
- # https://github.com/spack/spack/blob/develop/var/spack/repos/builtin/packages/suite-sparse/package.py
-
- if ( DEFINED BLAS64_SUFFIX )
--    # append BLAS64_SUFFIX to each BLAS and LAPACK name
-+    # append BLAS64_SUFFIX to each BLAS and LAPACK function name
-     string ( FIND ${BLAS64_SUFFIX} "_" HAS_UNDERSCORE )
-     message ( STATUS "BLAS64_suffix: ${BLAS64_SUFFIX}" )
-     if ( HAS_UNDERSCORE EQUAL -1 )