diff --git a/Project.toml b/Project.toml
index b3bb15779..646131995 100644
--- a/Project.toml
+++ b/Project.toml
@@ -45,6 +45,7 @@ Reexport = "1"
 SentinelArrays = "1.2"
 ShiftedArrays = "1, 2"
 SortingAlgorithms = "0.3, 1"
+StableRNGs = "1"
 Statistics = "1"
 TableTraits = "0.4, 1"
 Tables = "1.9.0"
@@ -60,8 +61,21 @@ Logging = "56ddb016-857b-54e1-b83d-db4d58db5568"
 OffsetArrays = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
 ShiftedArrays = "1277b4bf-5013-50f5-be3d-901d8477a67a"
 SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
+StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
 
 [targets]
-test = ["CategoricalArrays", "Combinatorics", "DataValues", "Dates", "Logging", "OffsetArrays", "Test", "Unitful", "ShiftedArrays", "SparseArrays"]
+test = [
+    "CategoricalArrays",
+    "Combinatorics",
+    "DataValues",
+    "Dates",
+    "Logging",
+    "OffsetArrays",
+    "ShiftedArrays",
+    "SparseArrays",
+    "StableRNGs",
+    "Test",
+    "Unitful",
+]
diff --git a/docs/Project.toml b/docs/Project.toml
index d821a4f08..ad8350455 100755
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -3,13 +3,16 @@ CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
 CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
 Chain = "8be319e6-bccf-4806-a6f7-6fae938471bc"
 DataFrameMacros = "75880514-38bc-4a95-a458-c2aea5a3a702"
+DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
 DataFramesMeta = "1313f7d8-7da2-5740-9ea0-a2ca25f37964"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
 Missings = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
 Query = "1a8c2f83-1ff3-5112-b086-8aa67b057ba1"
+StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
 TidierData = "fe2206b3-d496-4ee9-a338-6a095c4ece80"
 
 [compat]
 Documenter = "1"
+StableRNGs = "1"
diff --git a/docs/make.jl b/docs/make.jl
index a5d5a4f4e..c590c7b7e 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -1,6 +1,7 @@
 using Documenter
 using DataFrames
 using CategoricalArrays
+using StableRNGs
 
 DocMeta.setdocmeta!(DataFrames, :DocTestSetup, :(using DataFrames); recursive=true)
 
diff --git a/src/abstractdataframe/abstractdataframe.jl b/src/abstractdataframe/abstractdataframe.jl
index bcf70a9f4..4fc42e453 100644
--- a/src/abstractdataframe/abstractdataframe.jl
+++ b/src/abstractdataframe/abstractdataframe.jl
@@ -2547,9 +2547,9 @@ $METADATA_FIXED
 # Examples
 
 ```jldoctest
-julia> using Random
+julia> using Random, StableRNGs
 
-julia> rng = MersenneTwister(1234);
+julia> rng = StableRNG(1234);
 
 julia> shuffle(rng, DataFrame(a=1:5, b=1:5))
 5×2 DataFrame
@@ -2558,9 +2558,9 @@ julia> shuffle(rng, DataFrame(a=1:5, b=1:5))
 ─────┼──────────────
    1 │     2      2
    2 │     1      1
-   3 │     4      4
-   4 │     3      3
-   5 │     5      5
+   3 │     3      3
+   4 │     5      5
+   5 │     4      4
 ```
 """
 Random.shuffle(df::AbstractDataFrame) =
@@ -2585,9 +2585,9 @@ Metadata having other styles is dropped (from parent data frame when `df` is a `
 # Examples
 
 ```jldoctest
-julia> using Random
+julia> using Random, StableRNGs
 
-julia> rng = MersenneTwister(1234);
+julia> rng = StableRNG(1234);
 
 julia> shuffle!(rng, DataFrame(a=1:5, b=1:5))
 5×2 DataFrame
@@ -2596,9 +2596,9 @@ julia> shuffle!(rng, DataFrame(a=1:5, b=1:5))
 ─────┼──────────────
    1 │     2      2
    2 │     1      1
-   3 │     4      4
-   4 │     3      3
-   5 │     5      5
+   3 │     3      3
+   4 │     5      5
+   5 │     4      4
 ```
 """
 Random.shuffle!(df::AbstractDataFrame) =
diff --git a/test/dataframe.jl b/test/dataframe.jl
index 940590852..74fa10784 100644
--- a/test/dataframe.jl
+++ b/test/dataframe.jl
@@ -1,7 +1,7 @@
 module TestDataFrame
 
 using Dates, DataFrames, Statistics, Random, Test, Logging, DataStructures,
-      CategoricalArrays
+      CategoricalArrays, StableRNGs
 using DataFrames: _columns, index
 using OffsetArrays: OffsetArray
 const ≅ = isequal
@@ -2136,8 +2136,8 @@ end
     refdf = DataFrame(a=1:5, b=11:15)
     refdf.c = refdf.a
     for df in (refdf, view(refdf, 2:5, [2, 1]))
-        x = randperm(MersenneTwister(1234), nrow(df))
-        mt = MersenneTwister(1234)
+        x = randperm(StableRNG(1234), nrow(df))
+        mt = StableRNG(1234)
         @test shuffle(mt, df) == df[x, :]
         Random.seed!(1234)
         x = randperm(nrow(df))
@@ -2145,8 +2145,8 @@ end
         @test shuffle(df) == df[x, :]
     end
     df = copy(refdf)
-    x = randperm(MersenneTwister(1234), nrow(df))
-    mt = MersenneTwister(1234)
+    x = randperm(StableRNG(1234), nrow(df))
+    mt = StableRNG(1234)
     @test shuffle!(mt, df) === df
     @test df == refdf[x, :]
     df = copy(refdf)
@@ -2158,8 +2158,8 @@ end
 
     df = copy(refdf)
     dfv = view(df, 2:4, [3, 1])
-    x = randperm(MersenneTwister(1234), nrow(dfv))
-    mt = MersenneTwister(1234)
+    x = randperm(StableRNG(1234), nrow(dfv))
+    mt = StableRNG(1234)
     @test shuffle!(mt, dfv) === dfv
     @test dfv == view(refdf, 2:4, [3, 1])[x, :]
     @test df[1, :] == refdf[1, :]