diff --git a/crates/polars-ops/src/chunked_array/strings/mod.rs b/crates/polars-ops/src/chunked_array/strings/mod.rs
index 326349c36815..f7a7e080ffcb 100644
--- a/crates/polars-ops/src/chunked_array/strings/mod.rs
+++ b/crates/polars-ops/src/chunked_array/strings/mod.rs
@@ -19,6 +19,8 @@ mod reverse;
 #[cfg(feature = "strings")]
 mod split;
 #[cfg(feature = "strings")]
+mod starts_with;
+#[cfg(feature = "strings")]
 mod strip;
 #[cfg(feature = "strings")]
 mod substring;
diff --git a/crates/polars-ops/src/chunked_array/strings/namespace.rs b/crates/polars-ops/src/chunked_array/strings/namespace.rs
index 93574e5f3080..e2ab82ac3aca 100644
--- a/crates/polars-ops/src/chunked_array/strings/namespace.rs
+++ b/crates/polars-ops/src/chunked_array/strings/namespace.rs
@@ -1,4 +1,4 @@
-use arrow::array::ValueSize;
+use arrow::array::{Array, ValueSize};
 use arrow::legacy::kernels::string::*;
 #[cfg(feature = "string_encoding")]
 use base64::engine::general_purpose;
@@ -14,6 +14,7 @@ use regex::escape;
 use super::*;
 #[cfg(feature = "binary_encoding")]
 use crate::chunked_array::binary::BinaryNameSpaceImpl;
+use crate::prelude::strings::starts_with::starts_with_str;
 
 // We need this to infer the right lifetimes for the match closure.
 #[inline(always)]
@@ -216,6 +217,35 @@ pub trait StringNameSpaceImpl: AsString {
         }
     }
 
+    /// Check if strings starts with a substring
+    fn starts_with(&self, sub: &str) -> BooleanChunked {
+        let ca = self.as_string();
+        let iter = ca.downcast_iter().map(|arr| {
+            let out: <BooleanType as PolarsDataType>::Array = arr
+                .views()
+                .iter()
+                .map(|view| starts_with_str(*view, sub, arr.data_buffers()))
+                .collect_arr_with_dtype(DataType::Boolean.to_arrow(CompatLevel::newest()));
+
+            out.with_validity_typed(arr.validity().cloned())
+        });
+
+        ChunkedArray::from_chunk_iter(ca.name().clone(), iter)
+    }
+
+    /// This is more performant than the BinaryChunked version because we use the inline prefix
+    /// Use the BinaryChunked::ends_with as there is no specialization here for that
+    fn starts_with_chunked(&self, prefix: &StringChunked) -> BooleanChunked {
+        let ca = self.as_string();
+        match prefix.len() {
+            1 => match prefix.get(0) {
+                Some(s) => self.starts_with(s),
+                None => BooleanChunked::full_null(ca.name().clone(), ca.len()),
+            },
+            _ => broadcast_binary_elementwise_values(ca, prefix, |s, sub| s.starts_with(sub)),
+        }
+    }
+
     /// Get the length of the string values as number of chars.
     fn str_len_chars(&self) -> UInt32Chunked {
         let ca = self.as_string();
diff --git a/crates/polars-ops/src/chunked_array/strings/starts_with.rs b/crates/polars-ops/src/chunked_array/strings/starts_with.rs
new file mode 100644
index 000000000000..91096931125b
--- /dev/null
+++ b/crates/polars-ops/src/chunked_array/strings/starts_with.rs
@@ -0,0 +1,25 @@
+use arrow::array::View;
+use arrow::buffer::Buffer;
+use polars_utils::slice::SliceAble;
+
+/// Checks if the string starts with the prefix
+/// When the prefix is smaller than View::MAX_INLINE_SIZE then this will be very fast
+pub(crate) fn starts_with_str(view: View, prefix: &str, buffers: &[Buffer<u8>]) -> bool {
+    unsafe {
+        if view.length <= View::MAX_INLINE_SIZE {
+            view.get_inlined_slice_unchecked()
+                .starts_with(prefix.as_bytes())
+        } else {
+            let starts = view
+                .prefix
+                .to_le_bytes()
+                .starts_with(prefix.as_bytes().slice_unchecked(0..4));
+            if starts {
+                return view
+                    .get_slice_unchecked(buffers)
+                    .starts_with(prefix.as_bytes());
+            }
+            false
+        }
+    }
+}
diff --git a/crates/polars-plan/src/dsl/function_expr/strings.rs b/crates/polars-plan/src/dsl/function_expr/strings.rs
index 039c995557be..48fd35725fde 100644
--- a/crates/polars-plan/src/dsl/function_expr/strings.rs
+++ b/crates/polars-plan/src/dsl/function_expr/strings.rs
@@ -502,9 +502,8 @@ pub(super) fn ends_with(s: &[Column]) -> PolarsResult<Column> {
 }
 
 pub(super) fn starts_with(s: &[Column]) -> PolarsResult<Column> {
-    let ca = &s[0].str()?.as_binary();
-    let prefix = &s[1].str()?.as_binary();
-
+    let ca = s[0].str()?;
+    let prefix = s[1].str()?;
     Ok(ca.starts_with_chunked(prefix).into_column())
 }