diff --git a/src/DynamicPPL.jl b/src/DynamicPPL.jl
index df4628f6f..fffaa5967 100644
--- a/src/DynamicPPL.jl
+++ b/src/DynamicPPL.jl
@@ -129,12 +129,28 @@ export AbstractVarInfo,
     @submodel,
     value_iterator_from_chain,
     check_model,
-    check_model_and_trace
+    check_model_and_trace,
+    # Deprecated.
+    @logprob_str,
+    @prob_str
 
 # Reexport
 using Distributions: loglikelihood
 export loglikelihood
 
+# TODO: Remove once we feel comfortable people aren't using it anymore.
+macro logprob_str(str)
+    return :(error(
+        "The `@logprob_str` macro is no longer supported. See https://turinglang.org/dev/docs/using-turing/guide/#querying-probabilities-from-model-or-chain for information on how to query probabilities, and https://github.com/TuringLang/DynamicPPL.jl/issues/356 for information regarding its removal.",
+    ))
+end
+
+macro prob_str(str)
+    return :(error(
+        "The `@prob_str` macro is no longer supported. See https://turinglang.org/dev/docs/using-turing/guide/#querying-probabilities-from-model-or-chain for information on how to query probabilities, and https://github.com/TuringLang/DynamicPPL.jl/issues/356 for information regarding its removal.",
+    ))
+end
+
 # Used here and overloaded in Turing
 function getspace end
 
diff --git a/test/runtests.jl b/test/runtests.jl
index 6bc12f294..aa0883708 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -71,6 +71,11 @@ include("test_util.jl")
             include("ad.jl")
         end
 
+        @testset "prob and logprob macro" begin
+            @test_throws ErrorException prob"..."
+            @test_throws ErrorException logprob"..."
+        end
+
         @testset "doctests" begin
             DocMeta.setdocmeta!(
                 DynamicPPL,