diff --git a/aya/src/generated/linux_bindings_aarch64.rs b/aya/src/generated/linux_bindings_aarch64.rs
index ecc46e26..e4015d67 100644
--- a/aya/src/generated/linux_bindings_aarch64.rs
+++ b/aya/src/generated/linux_bindings_aarch64.rs
@@ -117,6 +117,8 @@ pub const BTF_KIND_MAX: u32 = 15;
 pub const BTF_INT_SIGNED: u32 = 1;
 pub const BTF_INT_CHAR: u32 = 2;
 pub const BTF_INT_BOOL: u32 = 4;
+pub const PERF_MAX_STACK_DEPTH: u32 = 127;
+pub const PERF_MAX_CONTEXTS_PER_STACK: u32 = 8;
 pub const PERF_FLAG_FD_NO_GROUP: u32 = 1;
 pub const PERF_FLAG_FD_OUTPUT: u32 = 2;
 pub const PERF_FLAG_PID_CGROUP: u32 = 4;
diff --git a/aya/src/generated/linux_bindings_x86_64.rs b/aya/src/generated/linux_bindings_x86_64.rs
index fc06f4e9..89f3c9f2 100644
--- a/aya/src/generated/linux_bindings_x86_64.rs
+++ b/aya/src/generated/linux_bindings_x86_64.rs
@@ -117,6 +117,8 @@ pub const BTF_KIND_MAX: u32 = 15;
 pub const BTF_INT_SIGNED: u32 = 1;
 pub const BTF_INT_CHAR: u32 = 2;
 pub const BTF_INT_BOOL: u32 = 4;
+pub const PERF_MAX_STACK_DEPTH: u32 = 127;
+pub const PERF_MAX_CONTEXTS_PER_STACK: u32 = 8;
 pub const PERF_FLAG_FD_NO_GROUP: u32 = 1;
 pub const PERF_FLAG_FD_OUTPUT: u32 = 2;
 pub const PERF_FLAG_PID_CGROUP: u32 = 4;
diff --git a/aya/src/maps/mod.rs b/aya/src/maps/mod.rs
index 33ab060c..7b449f49 100644
--- a/aya/src/maps/mod.rs
+++ b/aya/src/maps/mod.rs
@@ -43,15 +43,18 @@ use crate::{
     Pod,
 };
 
+mod map_lock;
+
 pub mod array;
 pub mod hash_map;
-mod map_lock;
 pub mod perf;
+pub mod stack_trace;
 
 pub use array::{Array, PerCpuArray, ProgramArray};
 pub use hash_map::{HashMap, PerCpuHashMap};
 pub use map_lock::*;
 pub use perf::PerfEventArray;
+pub use stack_trace::StackTraceMap;
 
 #[derive(Error, Debug)]
 pub enum MapError {
diff --git a/aya/src/maps/stack_trace.rs b/aya/src/maps/stack_trace.rs
new file mode 100644
index 00000000..65b04457
--- /dev/null
+++ b/aya/src/maps/stack_trace.rs
@@ -0,0 +1,232 @@
+//! A hash map of kernel or user space stack traces.
+//!
+//! See [`StackTraceMap`] for documentation and examples.
+use std::{
+    collections::BTreeMap, convert::TryFrom, fs, io, mem, ops::Deref, path::Path, str::FromStr,
+};
+
+use crate::{
+    generated::bpf_map_type::BPF_MAP_TYPE_STACK_TRACE,
+    maps::{IterableMap, Map, MapError, MapIter, MapKeys, MapRef, MapRefMut},
+    sys::bpf_map_lookup_elem_ptr,
+};
+
+/// A hash map of kernel or user space stack traces.
+///
+/// Stack trace maps can be used to store stack traces captured by eBPF programs, which can be
+/// useful for profiling, to associate a trace to an event, etc. You can capture traces calling
+/// `stack_id = bpf_get_stackid(ctx, map, flags)` from eBPF, and then you can retrieve the traces
+/// from their stack ids.
+///  
+/// # Example
+///
+/// ```no_run
+/// # #[derive(thiserror::Error, Debug)]
+/// # enum Error {
+/// #     #[error(transparent)]
+/// #     IO(#[from] std::io::Error),
+/// #     #[error(transparent)]
+/// #     Map(#[from] aya::maps::MapError),
+/// #     #[error(transparent)]
+/// #     Bpf(#[from] aya::BpfError)
+/// # }
+/// # let bpf = aya::Bpf::load(&[], None)?;
+/// use aya::maps::StackTraceMap;
+/// use aya::util::kernel_symbols;
+/// use std::convert::TryFrom;
+///
+/// let mut stack_traces = StackTraceMap::try_from(bpf.map("STACK_TRACES")?)?;
+/// // load kernel symbols from /proc/kallsyms
+/// let ksyms = kernel_symbols()?;
+///
+/// // NOTE: you tipically send stack_ids from eBPF to user space using other maps
+/// let stack_id = 1234;
+/// let mut stack_trace = stack_traces.get(&stack_id, 0)?;
+///
+/// // here we resolve symbol names using kernel symbols. If this was a user space stack (for
+/// // example captured from a uprobe), you'd have to load the symbols using some other mechanism
+/// // (eg loading the target binary debuginfo)
+/// for frame in stack_trace.resolve(&ksyms).frames() {
+///     println!(
+///         "{:#x} {}",
+///         frame.ip,
+///         frame
+///             .symbol_name
+///             .as_ref()
+///             .unwrap_or(&"[unknown symbol name]".to_owned())
+///     );
+/// }
+///
+/// # Ok::<(), Error>(())
+/// ```
+///
+#[derive(Debug)]
+pub struct StackTraceMap<T> {
+    inner: T,
+    max_stack_depth: usize,
+}
+
+impl<T: Deref<Target = Map>> StackTraceMap<T> {
+    fn new(map: T) -> Result<StackTraceMap<T>, MapError> {
+        let map_type = map.obj.def.map_type;
+        if map_type != BPF_MAP_TYPE_STACK_TRACE as u32 {
+            return Err(MapError::InvalidMapType {
+                map_type: map_type as u32,
+            })?;
+        }
+        let expected = mem::size_of::<u32>();
+        let size = map.obj.def.key_size as usize;
+        if size != expected {
+            return Err(MapError::InvalidKeySize { size, expected });
+        }
+
+        let max_stack_depth =
+            sysctl::<usize>("kernel/perf_event_max_stack").map_err(|io_error| {
+                MapError::SyscallError {
+                    call: "sysctl".to_owned(),
+                    code: -1,
+                    io_error,
+                }
+            })?;
+        let size = map.obj.def.value_size as usize;
+        if size > max_stack_depth * mem::size_of::<u64>() {
+            return Err(MapError::InvalidValueSize { size, expected });
+        }
+        let _fd = map.fd_or_err()?;
+
+        Ok(StackTraceMap {
+            inner: map,
+            max_stack_depth,
+        })
+    }
+
+    /// Returns the stack trace with the given stack_id.
+    ///
+    /// # Errors
+    ///
+    /// Returns [`MapError::KeyNotFound`] if there is no stack trace with the
+    /// given `stack_id`, or [`MapError::SyscallError`] if `bpf_map_lookup_elem` fails.
+    pub fn get(&self, stack_id: &u32, flags: u64) -> Result<StackTrace, MapError> {
+        let fd = self.inner.fd_or_err()?;
+
+        let mut frames = vec![0; self.max_stack_depth];
+        bpf_map_lookup_elem_ptr(fd, stack_id, frames.as_mut_ptr(), flags)
+            .map_err(|(code, io_error)| MapError::SyscallError {
+                call: "bpf_map_lookup_elem".to_owned(),
+                code,
+                io_error,
+            })?
+            .ok_or(MapError::KeyNotFound)?;
+
+        let frames = frames
+            .drain(..)
+            .take_while(|ip| *ip != 0)
+            .map(|ip| StackFrame {
+                ip,
+                symbol_name: None,
+            })
+            .collect::<Vec<_>>();
+
+        Ok(StackTrace {
+            id: *stack_id,
+            frames,
+        })
+    }
+
+    /// An iterator visiting all (`stack_id`, `stack_trace`) pairs in arbitrary order. The
+    /// iterator item type is `Result<(u32, StackTrace), MapError>`.
+    pub fn iter(&self) -> MapIter<'_, u32, StackTrace> {
+        MapIter::new(self)
+    }
+
+    /// An iterator visiting all the stack_ids in arbitrary order. The iterator element
+    /// type is `Result<u32, MapError>`.
+    pub fn stack_ids(&self) -> MapKeys<'_, u32> {
+        MapKeys::new(&self.inner)
+    }
+}
+
+impl<T: Deref<Target = Map>> IterableMap<u32, StackTrace> for StackTraceMap<T> {
+    fn map(&self) -> &Map {
+        &self.inner
+    }
+
+    unsafe fn get(&self, index: &u32) -> Result<StackTrace, MapError> {
+        self.get(index, 0)
+    }
+}
+
+impl TryFrom<MapRef> for StackTraceMap<MapRef> {
+    type Error = MapError;
+
+    fn try_from(a: MapRef) -> Result<StackTraceMap<MapRef>, MapError> {
+        StackTraceMap::new(a)
+    }
+}
+
+impl TryFrom<MapRefMut> for StackTraceMap<MapRefMut> {
+    type Error = MapError;
+
+    fn try_from(a: MapRefMut) -> Result<StackTraceMap<MapRefMut>, MapError> {
+        StackTraceMap::new(a)
+    }
+}
+
+impl<'a, T: Deref<Target = Map>> IntoIterator for &'a StackTraceMap<T> {
+    type Item = Result<(u32, StackTrace), MapError>;
+    type IntoIter = MapIter<'a, u32, StackTrace>;
+
+    fn into_iter(self) -> Self::IntoIter {
+        self.iter()
+    }
+}
+
+/// A kernel or user space stack trace.
+///
+/// See the [`StackTraceMap`] documentation for examples.
+pub struct StackTrace {
+    /// The stack trace id as returned by `bpf_get_stackid()`.
+    pub id: u32,
+    frames: Vec<StackFrame>,
+}
+
+impl StackTrace {
+    /// Resolves symbol names using the given symbol map.
+    ///
+    /// You can use [`util::kernel_symbols()`](crate::util::kernel_symbols) to load kernel symbols. For
+    /// user-space traces you need to provide the symbols, for example loading
+    /// them from debug info.
+    pub fn resolve(&mut self, symbols: &BTreeMap<u64, String>) -> &StackTrace {
+        for frame in self.frames.iter_mut() {
+            frame.symbol_name = symbols
+                .range(..=frame.ip)
+                .next_back()
+                .map(|(_, s)| s.clone())
+        }
+
+        self
+    }
+
+    /// Returns the frames in this stack trace.
+    pub fn frames(&self) -> &[StackFrame] {
+        &self.frames
+    }
+}
+
+/// A stack frame.
+pub struct StackFrame {
+    /// The instruction pointer of this frame.
+    pub ip: u64,
+    /// The symbol name corresponding to the start of this frame.
+    ///
+    /// Set to `Some()` if the frame address can be found in the symbols passed
+    /// to [`StackTrace::resolve`].
+    pub symbol_name: Option<String>,
+}
+
+fn sysctl<T: FromStr>(key: &str) -> Result<T, io::Error> {
+    let val = fs::read_to_string(Path::new("/proc/sys").join(key))?;
+    val.trim()
+        .parse::<T>()
+        .map_err(|_| io::Error::new(io::ErrorKind::InvalidData, val))
+}
diff --git a/aya/src/util.rs b/aya/src/util.rs
index c5bc773c..ea28c73c 100644
--- a/aya/src/util.rs
+++ b/aya/src/util.rs
@@ -57,6 +57,9 @@ fn parse_cpu_ranges(data: &str) -> Result<Vec<u32>, ()> {
     Ok(cpus)
 }
 
+/// Loads kernel symbols from `/proc/kallsyms`.
+///
+/// The symbols can be passed to [`StackTrace::resolve`](crate::maps::stack_trace::StackTrace::resolve).
 pub fn kernel_symbols() -> Result<BTreeMap<u64, String>, io::Error> {
     let mut reader = BufReader::new(File::open("/proc/kallsyms")?);
     parse_kernel_symbols(&mut reader)
diff --git a/xtask/src/codegen/aya.rs b/xtask/src/codegen/aya.rs
index 25817205..77ad3732 100644
--- a/xtask/src/codegen/aya.rs
+++ b/xtask/src/codegen/aya.rs
@@ -98,6 +98,7 @@ fn codegen_bindings(opts: &Options) -> Result<(), anyhow::Error> {
         // PERF
         "PERF_FLAG_.*",
         "PERF_EVENT_.*",
+        "PERF_MAX_.*",
         // see linux_wrapper.h, these are to workaround the IOC macros
         "AYA_PERF_EVENT_.*",
         // NETLINK