diff --git a/docs/_static/preview/assets/index-Cql2ltA1.js b/docs/_static/preview/assets/index-Cql2ltA1.js
new file mode 100644
index 00000000..dd6fd4b3
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r<1&&(r=1),r>1&&(r-=ze(r,{from:[1,3],to:[0,1],clamp:!0})),{x:o,y:n,w:r,h:s}}xForT(t){return(t-this.startT)*this.zoom+Pe}tForX(t){return(t-Pe)/this.zoom+this.startT}frameName(t){let n;return t.className?n=`${t.className}.${t.frame.function}`:t.frame.function=="<module>"?n=t.filePathShort??t.frame.filePath??"":n=t.frame.function,n}frameSelfTime(t){let n=t.frame.time;const s=t.frame.children.filter(o=>!o.isSynthetic);for(const o of s)n-=o.time;return n}hitTest(t){for(const n of this.frames){const{x:s,y:o,w:l,h:r}=this.frameDims(n);if(t.x>=s&&t.x<=s+l&&t.y>=o&&t.y<=o+r)return n}return null}onWheel(t){const n=t.ctrlKey||t.metaKey,s=n?.01:.0023,o=this.tForX(t.offsetX);this.zoom*=1-t.deltaY*s,this.clampViewport(),this.startT=o-(t.offsetX-Pe)/this.zoom,n||(this.startT+=t.deltaX/this.zoom),this.clampViewport(),this.setNeedsRedraw(),t.preventDefault()}onMouseMove(t){const n={x:t.offsetX,y:t.offsetY},s=this.mouseLocation;if(this.mouseLocation=n,s&&this.mouseDownLocation){const o={x:n.x-s.x,y:n.y-s.y};this.startT-=o.x/this.zoom,this.yOffset-=o.y,this.clampViewport()}this.tooltipLocation=n,this.setNeedsRedraw()}onMouseLeave(t){this.mouseLocation=null,this.tooltipLocation=null,this.setNeedsRedraw()}onMouseDown(t){(t.button===0||t.button===1)&&(this.mouseDownLocation={x:t.offsetX,y:t.offsetY},window.addEventListener("mouseup",this.windowMouseUp),this.setNeedsRedraw())}windowMouseUp(t){window.removeEventListener("mouseup",this.windowMouseUp),this.mouseDownLocation=null,this.setNeedsRedraw()}onTouchstart(t){t.preventDefault(),t.stopPropagation();for(const n of Array.from(t.changedTouches))this.touches[n.identifier]={x:n.clientX,y:n.clientY,downT:this.tForX(n.clientX),startDate:Date.now(),downX:n.clientX,downY:n.clientY}}onTouchmove(t){t.preventDefault(),t.stopPropagation();let n=0;for(const o of Array.from(t.changedTouches)){const l=this.touches[o.identifier];l&&(n+=o.clientY-l.y,this.touches[o.identifier]={...l,x:o.clientX,y:o.clientY})}const s=n/Object.keys(this.touches).length;this.yOffset-=s,this.adjustXAxisForTouches(),this.setNeedsRedraw()}onTouchend(t){t.preventDefault(),t.stopPropagation();for(const n of Array.from(t.changedTouches))delete this.touches[n.identifier];this.setNeedsRedraw()}onTouchcancel(t){t.preventDefault(),t.stopPropagation();for(const n of Array.from(t.changedTouches))delete this.touches[n.identifier];this.setNeedsRedraw()}adjustXAxisForTouches(){const t=Object.keys(this.touches).map(Number);if(t.length!=0){if(t.length==1){const n=this.touches[t[0]];this.startT=n.downT-(n.x-Pe)/this.zoom}if(t.length>=2){const n=this.touches[t[0]],s=this.touches[t[1]],o=(s.x-n.x)/(s.downT-n.downT),l=n.downT-(n.x-Pe)/o;this.startT=l,this.zoom=o}this.clampViewport()}}}function ss(i){let e;return{c(){e=h("div"),e.innerHTML="",c(e,"class","timeline svelte-p2tt1k")},m(t,n){O(t,e,n),i[6](e)},p:R,i:R,o:R,d(t){t&&I(e),i[6](null)}}}function os(i,e,t){let n,{session:s}=e;const o=vi([Ge],([p])=>({processors:[p.removeImportlib?Rt:null,p.removeTracebackHide?St:null,p.removePyinstrument?Ci:null].filter(f=>f!==null),options:{}}));we(i,o,p=>t(5,n=p));let l,r=null,a=null;xi(()=>{a==null||a.destroy()});function d(p){Ae[p?"unshift":"push"](()=>{r=p,t(0,r)})}return i.$$set=p=>{"session"in p&&t(2,s=p.session)},i.$$.update=()=>{i.$$.dirty&36&&t(3,l=bi(s.rootFrame.cloneDeep(),n.processors,n.options)),i.$$.dirty&1&&r&&t(4,a=new ns(r)),i.$$.dirty&24&&l&&a&&a.setRootFrame(l)},[r,o,s,l,a,n,d]}class rs extends ue{constructor(e){super(),ce(this,e,os,ss,oe,{session:2})}}function ls(i){let e,t,n=i[1].viewMode+"",s;return{c(){e=h("div"),t=L("Unknown view mode: "),s=L(n),c(e,"class","error")},m(o,l){O(o,e,l),u(e,t),u(e,s)},p(o,l){l&2&&n!==(n=o[1].viewMode+"")&&me(s,n)},i:R,o:R,d(o){o&&I(e)}}}function as(i){let e,t;return e=new rs({props:{session:i[0]}}),{c(){be(e.$$.fragment)},m(n,s){pe(e,n,s),t=!0},p(n,s){const o={};s&1&&(o.session=n[0]),e.$set(o)},i(n){t||(H(e.$$.fragment,n),t=!0)},o(n){$(e.$$.fragment,n),t=!1},d(n){ve(e,n)}}}function cs(i){let e,t;return e=new qn({props:{session:i[0]}}),{c(){be(e.$$.fragment)},m(n,s){pe(e,n,s),t=!0},p(n,s){const o={};s&1&&(o.session=n[0]),e.$set(o)},i(n){t||(H(e.$$.fragment,n),t=!0)},o(n){$(e.$$.fragment,n),t=!1},d(n){ve(e,n)}}}function us(i){let e;return{c(){e=h("div"),e.innerHTML='<div class="spacer" style="height: 20px;"></div> <div class="error">No samples recorded.</div>',c(e,"class","margins")},m(t,n){O(t,e,n)},p:R,i:R,o:R,d(t){t&&I(e)}}}function ds(i){let e,t,n,s,o,l,r,a;n=new Cn({props:{session:i[0]}});const d=[us,cs,as,ls],p=[];function v(m,f){return m[0].rootFrame?m[1].viewMode==="call-stack"?1:m[1].viewMode==="timeline"?2:3:0}return l=v(i),r=p[l]=d[l](i),{c(){e=h("div"),t=h("div"),be(n.$$.fragment),s=A(),o=h("div"),r.c(),c(t,"class","header"),c(o,"class","body svelte-1vwroj7"),c(e,"class","app svelte-1vwroj7")},m(m,f){O(m,e,f),u(e,t),pe(n,t,null),u(e,s),u(e,o),p[l].m(o,null),a=!0},p(m,[f]){const g={};f&1&&(g.session=m[0]),n.$set(g);let _=l;l=v(m),l===_?p[l].p(m,f):(xe(),$(p[_],1,1,()=>{p[_]=null}),qe(),r=p[l],r?r.p(m,f):(r=p[l]=d[l](m),r.c()),H(r,1),r.m(o,null))},i(m){a||(H(n.$$.fragment,m),H(r),a=!0)},o(m){$(n.$$.fragment,m),$(r),a=!1},d(m){m&&I(e),ve(n),p[l].d()}}}function fs(i,e,t){let n;we(i,Ze,v=>t(1,n=v));let{session:s}=e;const o=document.createElement("link");o.rel="shortcut icon",o.href=Mn,document.head.appendChild(o);const l=document.createElement("link");l.rel="preload",l.as="style",l.onload=()=>{l.rel="stylesheet"},l.href="https://fonts.googleapis.com/css?family=Source+Code+Pro:400,600|Source+Sans+Pro:400,600&display=swap",document.head.appendChild(l);const r=s.rootFrame,a=r==null?void 0:r.time.toLocaleString(void 0,{maximumSignificantDigits:3});let d,p;return(p=/[^\s/]+(:\d+)?$/.exec(s.target_description))?d=p[0]:d=s.target_description,document.title=`${a}s - ${d} - pyinstrument`,i.$$set=v=>{"session"in v&&t(0,s=v.session)},[s,n]}class hs extends ue{constructor(e){super(),ce(this,e,fs,ds,oe,{session:0})}}class ms{constructor(e){C(this,"startTime");C(this,"duration");C(this,"minInterval");C(this,"maxInterval");C(this,"sampleCount");C(this,"target_description");C(this,"cpuTime");C(this,"rootFrame");C(this,"sysPath");C(this,"sysPrefixes");C(this,"_shortenPathCache",{});this.startTime=e.session.start_time,this.duration=e.session.duration,this.minInterval=e.session.min_interval,this.maxInterval=e.session.max_interval,this.sampleCount=e.session.sample_count,this.target_description=e.session.target_description,this.cpuTime=e.session.cpu_time,this.sysPath=e.session.sys_path,this.sysPrefixes=e.session.sys_prefixes,this.rootFrame=new Je(e.frame_tree,this)}shortenPath(e){if(this._shortenPathCache[e])return this._shortenPathCache[e];let t=e;if($e(e).length>1)for(const s of this.sysPath){const o=ps(e,s);$e(o).length<$e(t).length&&(t=o)}return this._shortenPathCache[e]=t,t}}function $e(i){return i.split(/[/\\]/)}function ui(i){const e=$e(i);return e.length>0&&e[0].endsWith(":")?e[0]:null}function ps(i,e){if(ui(i)!=ui(e))return i;const t=$e(i),n=$e(e);let s=0;for(;s<t.length&&s<n.length&&t[s]==n[s];)s++;return n.slice(s).map(l=>"..").concat(t.slice(s)).join("/")}const vs={render(i,e){const t=new ms(e);return new hs({target:i,props:{session:t}})}};function di(i,e,t){const n=i.slice();return n[10]=e[t],n}function fi(i){let e,t=i[10].name+"",n;return{c(){e=h("option"),n=L(t),e.__value=i[10],le(e,e.__value)},m(s,o){O(s,e,o),u(e,n)},p:R,d(s){s&&I(e)}}}function gs(i){let e,t,n=i[3].message+"",s;return{c(){e=h("div"),t=L("Error loading file: "),s=L(n)},m(o,l){O(o,e,l),u(e,t),u(e,s)},p(o,l){l&8&&n!==(n=o[3].message+"")&&me(s,n)},d(o){o&&I(e)}}}function _s(i){let e;return{c(){e=h("div"),e.textContent="Loading..."},m(t,n){O(t,e,n)},p:R,d(t){t&&I(e)}}}function ws(i){let e,t,n,s,o,l,r,a,d,p,v,m,f,g,_=dt(i[5]),b=[];for(let F=0;F<_.length;F+=1)b[F]=fi(di(i,_,F));function M(F,D){if(F[4])return _s;if(F[3])return gs}let T=M(i),y=T&&T(i);return{c(){e=h("div"),t=h("div"),n=h("div"),s=A(),o=h("div"),l=L(`Choose a demo profile:
-      `),r=h("select");for(let F=0;F<b.length;F+=1)b[F].c();a=A(),d=h("div"),y&&y.c(),p=A(),v=h("div"),c(n,"class","left"),c(r,"class","svelte-1980ffz"),i[0]===void 0&&ut(()=>i[7].call(r)),c(o,"class","right"),c(t,"class","header svelte-1980ffz"),c(v,"class","result-element"),c(v,"style",m=i[1]?"":"display: none"),c(d,"class","body svelte-1980ffz"),c(e,"class","demo-app svelte-1980ffz")},m(F,D){O(F,e,D),u(e,t),u(t,n),u(t,s),u(t,o),u(o,l),u(o,r);for(let E=0;E<b.length;E+=1)b[E]&&b[E].m(r,null);Xt(r,i[0],!0),u(e,a),u(e,d),y&&y.m(d,null),u(d,p),u(d,v),i[8](v),f||(g=N(r,"change",i[7]),f=!0)},p(F,[D]){if(D&32){_=dt(F[5]);let E;for(E=0;E<_.length;E+=1){const P=di(F,_,E);b[E]?b[E].p(P,D):(b[E]=fi(P),b[E].c(),b[E].m(r,null))}for(;E<b.length;E+=1)b[E].d(1);b.length=_.length}D&33&&Xt(r,F[0]),T===(T=M(F))&&y?y.p(F,D):(y&&y.d(1),y=T&&T(F),y&&(y.c(),y.m(d,p))),D&2&&m!==(m=F[1]?"":"display: none")&&c(v,"style",m)},i:R,o:R,d(F){F&&I(e),Hi(b,F),y&&y.d(),i[8](null),f=!1,g()}}}function bs(i,e,t){const s=Object.entries(Object.assign({"../demo-data/django_template_render.json":()=>_t(()=>import("./django_template_render-CIkNzFIy.js"),[],import.meta.url).then(f=>f.default),"../demo-data/sympy_calculation.json":()=>_t(()=>import("./sympy_calculation-B9Pn_4RL.js"),[],import.meta.url).then(f=>f.default),"../demo-data/wikipedia_article_word_count.json":()=>_t(()=>import("./wikipedia_article_word_count-CGt_pvsZ.js"),[],import.meta.url).then(f=>f.default)})).map(([f,g])=>({name:f.split("/").pop().split(".").slice(0,-1).join("."),promiseFn:g}));let o=s[0],l=null,r=null,a=!1,d=null,p;function v(){o=Bi(this),t(0,o),t(5,s)}function m(f){Ae[f?"unshift":"push"](()=>{p=f,t(2,p)})}return i.$$.update=()=>{i.$$.dirty&1&&(t(4,a=!0),t(3,r=null),t(1,l=null),o.promiseFn().then(f=>{t(1,l=f),t(3,r=null)}).catch(f=>{t(3,r=f)}).finally(()=>{t(4,a=!1)})),i.$$.dirty&70&&p&&l&&(d&&d.$destroy(),t(6,d=vs.render(p,l)))},[o,l,p,r,a,s,d,v,m]}class ys extends ue{constructor(e){super(),ce(this,e,bs,ws,oe,{})}}new ys({target:document.body});
diff --git a/docs/_static/preview/index.html b/docs/_static/preview/index.html
index 2b78d52c..4595475d 100644
--- a/docs/_static/preview/index.html
+++ b/docs/_static/preview/index.html
@@ -5,7 +5,7 @@
     <link rel="icon" type="image/svg+xml" href="/vite.svg" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>Pyinstrument Demo</title>
-    <script type="module" crossorigin src="./assets/index-DhaBtkCM.js"></script>
+    <script type="module" crossorigin src="./assets/index-Cql2ltA1.js"></script>
     <link rel="stylesheet" crossorigin href="./assets/index-paBu1EOJ.css">
   </head>
   <body>
diff --git a/html_renderer/src/App.svelte b/html_renderer/src/App.svelte
index 9a44b130..e578587c 100644
--- a/html_renderer/src/App.svelte
+++ b/html_renderer/src/App.svelte
@@ -28,8 +28,20 @@
   link.href = `https://fonts.googleapis.com/css?family=Source+Code+Pro:400,600|Source+Sans+Pro:400,600&display=swap`;
   document.head.appendChild(link);
 
-  const rootFrame = session.rootFrame;
-  const duration = rootFrame?.time.toLocaleString(undefined, {maximumSignificantDigits: 3});
+  const rootFrames = session.rootFrames;
+  let maxTime = 0;
+  if (rootFrames != null) {
+    for (const thread_id of Object.keys(rootFrames)) {
+      const rootFrame = rootFrames[thread_id];
+      if (rootFrame != null) {
+        const t = rootFrame.time;
+        if (t > maxTime) {
+          maxTime = t;
+        }
+      }
+    }
+  }
+  const duration = maxTime.toLocaleString(undefined, {maximumSignificantDigits: 3});
   let name
   // let name = rootFrame?.function;
   // if (name == '<module>') {
@@ -53,7 +65,7 @@
     <Header session={session} />
   </div>
   <div class="body">
-    {#if !session.rootFrame}
+    {#if !session.rootFrames}
       <div class="margins">
         <div class="spacer" style="height: 20px;"></div>
         <div class="error">
diff --git a/html_renderer/src/components/CallStackView.svelte b/html_renderer/src/components/CallStackView.svelte
index a4292ba1..cd61eee0 100644
--- a/html_renderer/src/components/CallStackView.svelte
+++ b/html_renderer/src/components/CallStackView.svelte
@@ -75,13 +75,17 @@
     }
   });
 
-  let rootFrame: Frame|null
-  $: rootFrame = applyProcessors(session.rootFrame.cloneDeep(), $config.processors, $config.options)
+  let rootFrames: Frame[]|null
+  let clonedFrames: Frame[]|null = []
+  for (const thread_id of Object.keys(session.rootFrames)) {
+    clonedFrames[thread_id] = session.rootFrames[thread_id].cloneDeep()
+  }
+  $: rootFrames = applyProcessors(clonedFrames, $config.processors, $config.options)
 </script>
 
 <div class="call-stack-view" bind:this={element}>
   <div class="scroll-inner" bind:this={scrollInnerElement}>
-    {#if !rootFrame}
+    {#if !rootFrames}
       <div class="margins">
         <div class="error">
           All frames were filtered out.
@@ -89,7 +93,17 @@
       </div>
     {:else}
       <div class="call-stack-margins">
-        <FrameView frame={rootFrame} rootFrame={rootFrame} />
+        {#each Object.entries(rootFrames) as [threadId, rootFrame]}
+          {#if !rootFrame}
+            <div class="margins">
+              <div class="error">
+                All frames were filtered out.
+              </div>
+            </div>
+          {:else}
+            <FrameView frame={rootFrame} rootFrame={rootFrame} />
+          {/if}
+        {/each}
       </div>
     {/if}
   </div>
diff --git a/html_renderer/src/components/TimelineCanvasView.ts b/html_renderer/src/components/TimelineCanvasView.ts
index ad792fbe..8fc82c4c 100644
--- a/html_renderer/src/components/TimelineCanvasView.ts
+++ b/html_renderer/src/components/TimelineCanvasView.ts
@@ -26,11 +26,16 @@ export interface TimelineFrame {
     className: string
     filePathShort: string | null
 }
+
+interface TimelineFrameMap {
+    [thread_id: string]: TimelineFrame[]
+}
+
 export default class TimelineCanvasView extends CanvasView {
     zoom: number = 1 // pixels per second
     startT: number = 0 // seconds
     yOffset: number = 0 // pixels
-    frames: TimelineFrame[] = []
+    frames: TimelineFrameMap = {}  // first index is per thread_id
     isZoomedIn: boolean = false
 
     tooltipContainer: HTMLElement
@@ -75,20 +80,30 @@ export default class TimelineCanvasView extends CanvasView {
         super.destroy()
     }
 
-    _rootFrame: Frame | null = null
-    maxDepth = 0
-    setRootFrame(rootFrame: Frame) {
-        this._rootFrame = rootFrame
-        this.frames = []
+    _rootFrames: Frame[] | null = null
+    maxDepth: int[] = []
+    maxY: int = 0
+    setRootFrames(rootFrames: Frame[]) {
+        this._rootFrames = rootFrames
+        this.frames = {}
         this._frameMaxT = undefined
-        this.maxDepth = 0
-        this._collectFrames(rootFrame, 0)
+        this.maxDepth = []
+        this.maxY = 0
+        for (const thread_id of Object.keys(rootFrames)) {
+            let rootFrame = rootFrames[thread_id]
+            this._collectFrames(rootFrame, thread_id, 0)
+            this.maxY += this.maxDepth[thread_id] + 1
+        }
         this.fitContents()
         this.setNeedsRedraw()
     }
 
-    _collectFrames(frame: Frame, depth: number) {
-        this.frames.push({
+    _collectFrames(frame: Frame, thread_id: string, depth: number) {
+        if (!this.frames.hasOwnProperty(thread_id)) {
+            this.frames[thread_id] = []
+            this.maxDepth[thread_id] = 0
+        }
+        this.frames[thread_id].push({
             frame,
             depth,
             isApplicationCode: frame.isApplicationCode,
@@ -96,11 +111,11 @@ export default class TimelineCanvasView extends CanvasView {
             className: frame.className,
             filePathShort: frame.filePathShort,
         })
-        this.maxDepth = Math.max(this.maxDepth, depth)
+        this.maxDepth[thread_id] = Math.max(this.maxDepth[thread_id], depth)
         for (const child of frame.children) {
             if (child.identifier !== SELF_TIME_FRAME_IDENTIFIER) {
                 // we don't render self time frames
-                this._collectFrames(child, depth + 1)
+                this._collectFrames(child, thread_id, depth + 1)
             }
         }
     }
@@ -114,7 +129,7 @@ export default class TimelineCanvasView extends CanvasView {
                 name: this.frameName(timelineFrame),
                 time: timelineFrame.frame.time,
                 selfTime: this.frameSelfTime(timelineFrame),
-                totalTime: this._rootFrame?.time ?? 1e-12,
+                totalTime: this._rootFrames[timelineFrame.frame.thread_id]?.time ?? 1e-12,
                 location: `${timelineFrame.filePathShort}:${timelineFrame.frame.lineNo}`,
                 locationColor: this.colorForFrame(timelineFrame),
             }
@@ -197,8 +212,12 @@ export default class TimelineCanvasView extends CanvasView {
         this.drawAxes(ctx)
 
         // draw frames
-        for (const frame of this.frames) {
-            this.drawFrame(ctx, frame)
+        let depthOffset = 0
+        for (const thread_id of Object.keys(this.frames)) {
+            for (const frame of this.frames[thread_id]) {
+                this.drawFrame(ctx, frame, depthOffset)
+            }
+            depthOffset += 1 + this.maxDepth[thread_id]
         }
 
         ctx.globalAlpha = 1
@@ -286,8 +305,8 @@ export default class TimelineCanvasView extends CanvasView {
         }
     }
 
-    drawFrame(ctx: CanvasRenderingContext2D, timelineFrame: TimelineFrame) {
-        const { x, y, w, h } = this.frameDims(timelineFrame)
+    drawFrame(ctx: CanvasRenderingContext2D, timelineFrame: TimelineFrame, depthOffset: int) {
+        const { x, y, w, h } = this.frameDims(timelineFrame, depthOffset)
         const endX = x + w
         if (endX < 0 || x > this.width) {
             // offscreen
@@ -340,10 +359,12 @@ export default class TimelineCanvasView extends CanvasView {
     _assignLibraryOrder() {
         const librariesTotalTime: Record<string, number> = {}
 
-        for (const timelineFrame of this.frames) {
-            const frame = timelineFrame.frame
-            const library = frame.library ?? ''
-            librariesTotalTime[library] = (librariesTotalTime[library] || 0) + timelineFrame.frame.time
+        for (const thread_id of Object.keys(this.frames)) {
+            for (const timelineFrame of this.frames[thread_id]) {
+                const frame = timelineFrame.frame
+                const library = frame.library ?? ''
+                librariesTotalTime[library] = (librariesTotalTime[library] || 0) + timelineFrame.frame.time
+            }
         }
 
         const libraries = Object.keys(librariesTotalTime)
@@ -405,13 +426,17 @@ export default class TimelineCanvasView extends CanvasView {
     _frameMaxT: number|undefined
     get frameMaxT() {
         if (this._frameMaxT === undefined) {
-            this._frameMaxT = this.frames.reduce((max, frame) => Math.max(max, frame.frame.startTime + frame.frame.time), 0)
+            this._frameMaxT = 0
+            for (const thread_id of Object.keys(this.frames)) {
+                this._frameMaxT = Math.max(this._frameMaxT,
+                                           this.frames[thread_id].reduce((max, frame) => Math.max(max, frame.frame.startTime + frame.frame.time), 0))
+            }
         }
         return this._frameMaxT
     }
 
     get maxYOffset() {
-        return Math.max(0, (this.maxDepth+1) * FRAME_PITCH + Y_MARGIN*2 + Y_FRAME_INSET - this.height)
+        return Math.max(0, (this.maxY+1) * FRAME_PITCH + Y_MARGIN*2 + Y_FRAME_INSET - this.height)
     }
 
     get minZoom() {
@@ -450,16 +475,16 @@ export default class TimelineCanvasView extends CanvasView {
             this.startT = maxStartT
         }
 
-        if (this.yOffset < 0) {
-            this.yOffset = 0
-        }
+        //if (this.yOffset < 0) {
+        //    this.yOffset = 0
+        //}
         if (this.yOffset > this.maxYOffset) {
             this.yOffset = this.maxYOffset
         }
     }
 
-    frameDims(timelineFrame: TimelineFrame): { x: number; y: number; w: number; h: number } {
-        const y = timelineFrame.depth * FRAME_PITCH + Y_MARGIN + Y_FRAME_INSET - this.yOffset
+    frameDims(timelineFrame: TimelineFrame, depthOffset: int): { x: number; y: number; w: number; h: number } {
+        const y = (depthOffset + timelineFrame.depth) * FRAME_PITCH + Y_MARGIN + Y_FRAME_INSET - this.yOffset
         const h = FRAME_HEIGHT
         let x = this.xForT(timelineFrame.frame.startTime)
         const endX = this.xForT(timelineFrame.frame.startTime + timelineFrame.frame.time)
@@ -507,10 +532,12 @@ export default class TimelineCanvasView extends CanvasView {
     }
 
     hitTest(loc: {x: number, y: number}): TimelineFrame | null {
-        for (const frame of this.frames) {
-            const { x: frameX, y: frameY, w, h } = this.frameDims(frame)
-            if (loc.x >= frameX && loc.x <= frameX + w && loc.y >= frameY && loc.y <= frameY + h) {
-                return frame
+        for (const thread_id of Object.keys(this.frames)) {
+            for (const frame of this.frames[thread_id]) {
+                const { x: frameX, y: frameY, w, h } = this.frameDims(frame)
+                if (loc.x >= frameX && loc.x <= frameX + w && loc.y >= frameY && loc.y <= frameY + h) {
+                    return frame
+                }
             }
         }
         return null
diff --git a/html_renderer/src/components/TimelineView.svelte b/html_renderer/src/components/TimelineView.svelte
index f1f4e11e..018007e1 100644
--- a/html_renderer/src/components/TimelineView.svelte
+++ b/html_renderer/src/components/TimelineView.svelte
@@ -19,8 +19,12 @@
       return {processors, options}
     })
 
-  let rootFrame: Frame|null
-  $: rootFrame = applyProcessors(session.rootFrame.cloneDeep(), $config.processors, $config.options)
+  let rootFrames: Frame[]|null
+  let clonedFrames: Frame[]|null = []
+  for (const thread_id of Object.keys(session.rootFrames)) {
+    clonedFrames[thread_id] = session.rootFrames[thread_id].cloneDeep()
+  }
+  $: rootFrames = applyProcessors(clonedFrames, $config.processors, $config.options)
 
   let rootElement: HTMLDivElement|null = null
   let timelineCanvasView: TimelineCanvasView|null = null
@@ -32,8 +36,8 @@
     timelineCanvasView?.destroy()
   })
 
-  $: if (rootFrame && timelineCanvasView) {
-    timelineCanvasView.setRootFrame(rootFrame)
+  $: if (rootFrames && timelineCanvasView) {
+    timelineCanvasView.setRootFrames(rootFrames)
   }
 </script>
 
diff --git a/html_renderer/src/lib/dataTypes.ts b/html_renderer/src/lib/dataTypes.ts
index a00c061c..f617f2f9 100644
--- a/html_renderer/src/lib/dataTypes.ts
+++ b/html_renderer/src/lib/dataTypes.ts
@@ -1,6 +1,7 @@
 export interface SessionData {
     session: {
         start_time: number;
+        thread_start_times: {[thread_id: string] : number};
         duration: number;
         min_interval: number;
         max_interval: number;
@@ -11,10 +12,11 @@ export interface SessionData {
         sys_path: string;
         sys_prefixes: string[];
     };
-    frame_tree: FrameData;
+    frame_trees: FrameData[];
 }
 
 export interface FrameData {
+    thread_id: string;
     identifier: string;
     time: number;
     attributes: {[name: string]: number};
diff --git a/html_renderer/src/lib/model/Frame.ts b/html_renderer/src/lib/model/Frame.ts
index 52de5bb7..9782495f 100644
--- a/html_renderer/src/lib/model/Frame.ts
+++ b/html_renderer/src/lib/model/Frame.ts
@@ -56,7 +56,7 @@ export default class Frame {
     ) {
         this.identifier = data.identifier
         this._identifierParts = this.identifier.split(IDENTIFIER_SEP)
-        this.startTime = data.startTime ?? 0
+        this.startTime = data.startTime ?? context.threadStartTime(data.thread_id)
         this.time = data.time ?? 0
         this.attributes = data.attributes ?? {}
         this.context = context
@@ -233,4 +233,5 @@ export default class Frame {
 interface FrameContext {
     shortenPath(path: string): string
     sysPrefixes: string[]
+    threadStartTime(thread_id: string): number
 }
diff --git a/html_renderer/src/lib/model/Session.ts b/html_renderer/src/lib/model/Session.ts
index 7116e9e9..0c273388 100644
--- a/html_renderer/src/lib/model/Session.ts
+++ b/html_renderer/src/lib/model/Session.ts
@@ -3,18 +3,20 @@ import Frame from "./Frame";
 
 export default class Session {
     startTime: number;
+    threadStartTimes: {[thread_id: string]: number};
     duration: number;
     minInterval: number;
     maxInterval: number;
     sampleCount: number;
     target_description: string;
     cpuTime: number;
-    rootFrame: Frame;
+    rootFrames: {[thread_id: string]: Frame};
     sysPath: string;
     sysPrefixes: string[];
 
     constructor(data: SessionData) {
         this.startTime = data.session.start_time;
+        this.threadStartTimes = data.session.thread_start_times;
         this.duration = data.session.duration;
         this.minInterval = data.session.min_interval;
         this.maxInterval = data.session.max_interval;
@@ -23,7 +25,10 @@ export default class Session {
         this.cpuTime = data.session.cpu_time;
         this.sysPath = data.session.sys_path;
         this.sysPrefixes = data.session.sys_prefixes
-        this.rootFrame = new Frame(data.frame_tree, this)
+        this.rootFrames = {}
+        for (const thread_id of Object.keys(data.frame_trees)) {
+            this.rootFrames[thread_id] = new Frame(data.frame_trees[thread_id], this)
+        }
     }
 
     _shortenPathCache: {[path: string]: string} = {}
@@ -47,6 +52,13 @@ export default class Session {
         this._shortenPathCache[path] = result
         return result
     }
+
+    threadStartTime(thread_id: string): number {
+        if (this.threadStartTimes.hasOwnProperty(thread_id)) {
+            return this.threadStartTimes[thread_id]
+        }
+        return 0
+    }
 }
 
 function pathSplit(path: string): string[] {
diff --git a/html_renderer/src/lib/model/modelUtil.ts b/html_renderer/src/lib/model/modelUtil.ts
index 6cace570..1a8ac64a 100644
--- a/html_renderer/src/lib/model/modelUtil.ts
+++ b/html_renderer/src/lib/model/modelUtil.ts
@@ -1,13 +1,21 @@
 import type Frame from "./Frame"
 import type { Processor, ProcessorFunction, ProcessorOptions } from "./processors"
 
-export function applyProcessors(rootFrame: Frame, processors: ProcessorFunction[], options: ProcessorOptions) {
-    let frame: Frame | null = rootFrame
-    for (const processor of processors) {
-        frame = processor(frame, options)
-        if (!frame) {
-            return null
+export function applyProcessors(rootFrames: {[thread_id: string]: Frame} | null,
+                                processors: ProcessorFunction[], options: ProcessorOptions) {
+    let frames: {[thread_id: string]: Frame} | null = rootFrames
+    if (frames != null) {
+        for (const thread_id of Object.keys(rootFrames)) {
+            let frame = rootFrames[thread_id]
+            for (const processor of processors) {
+                frame = processor(frame, options)
+                if (!frame) {
+                    delete frames[thread_id]
+                    break
+                }
+            }
+            frames[thread_id] = frame
         }
     }
-    return frame
+    return frames
 }
diff --git a/pyinstrument/frame.py b/pyinstrument/frame.py
index 53ecb966..42e68c16 100644
--- a/pyinstrument/frame.py
+++ b/pyinstrument/frame.py
@@ -54,6 +54,7 @@ class Frame:
     Object that represents a stack frame in the parsed tree
     """
 
+    thread_id: str
     parent: Frame | None
     group: FrameGroup | None
     time: float
@@ -68,12 +69,14 @@ class Frame:
 
     def __init__(
         self,
+        thread_id: str,
         identifier_or_frame_info: str = "",
         children: Sequence[Frame] | None = None,
         time: float = 0,
         context: FrameContext | None = None,
     ):
         identifier = frame_info_get_identifier(identifier_or_frame_info)
+        self.thread_id = thread_id
         self.identifier = identifier
         self.parent = None
         self.time = 0.0
@@ -121,11 +124,6 @@ def set_context(self, context: FrameContext | None):
         for child in self._children:
             child.set_context(context)
 
-    @staticmethod
-    def new_subclass_with_frame_info(frame_info: str) -> Frame:
-        # TODO remove me
-        return Frame(identifier_or_frame_info=frame_info)
-
     @property
     def proportion_of_parent(self) -> float:
         if self.parent:
@@ -332,7 +330,8 @@ def self_check(self, recursive: bool = True) -> None:
                 child.self_check(recursive=True)
 
     def __repr__(self):
-        return "Frame(identifier=%s, time=%f, len(children)=%d), group=%r" % (
+        return "Frame(thread_id=%s, identifier=%s, time=%f, len(children)=%d), group=%r" % (
+            self.thread_id,
             self.identifier,
             self.time,
             len(self.children),
@@ -346,6 +345,7 @@ def to_json_str(self):
         encode_str = typing.cast(Callable[[str], str], json.encoder.encode_basestring)  # type: ignore
 
         property_decls: list[str] = []
+        property_decls.append('"thread_id": %s' % encode_str(self.thread_id))
         property_decls.append('"identifier": %s' % encode_str(self.identifier))
         property_decls.append('"time": %f' % self.time)
         property_decls.append('"attributes": %s' % json.dumps(self.attributes))
diff --git a/pyinstrument/frame_ops.py b/pyinstrument/frame_ops.py
index 8b9c490d..e26e0f5d 100644
--- a/pyinstrument/frame_ops.py
+++ b/pyinstrument/frame_ops.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import List, Sequence, Tuple
+from typing import Dict, List, Sequence, Tuple
 
 from pyinstrument.frame import (
     DUMMY_ROOT_FRAME_IDENTIFIER,
@@ -23,54 +23,65 @@ class IdentifierDoesntMatchException(ValueError):
 
 def build_frame_tree(
     frame_records: Sequence[FrameRecordType], context: FrameContext
-) -> Frame | None:
+) -> Dict[str, Frame | None] | None:
     if len(frame_records) == 0:
         return None
 
-    root_frame = Frame(identifier_or_frame_info=DUMMY_ROOT_FRAME_IDENTIFIER, context=context)
-
     # put the root frame at the bottom of the stack
-    frame_stack: list[Frame] = [root_frame]
+    root_frames: Dict[str, Frame] = {}
+    frame_stacks: Dict[str, list[Frame]] = {}
 
     for frame_info_stack, time in frame_records:
         stack_depth = 0
-        root_frame.record_time_from_frame_info(DUMMY_ROOT_FRAME_IDENTIFIER, time)
+
+        thread_id = frame_info_get_identifier(frame_info_stack[0])
+
+        if thread_id not in root_frames:
+            thread_root = Frame(
+                thread_id=thread_id,
+                identifier_or_frame_info=DUMMY_ROOT_FRAME_IDENTIFIER, context=context)
+            root_frames[thread_id] = thread_root
+            frame_stacks[thread_id] = [thread_root]
+
+        root_frames[thread_id].record_time_from_frame_info(DUMMY_ROOT_FRAME_IDENTIFIER, time)
 
         for stack_depth, frame_info in enumerate(frame_info_stack, start=1):
             frame_identifier = frame_info_get_identifier(frame_info)
             try:
-                frame = frame_stack[stack_depth]
+                frame = frame_stacks[thread_id][stack_depth]
                 if frame.identifier != frame_identifier:
                     # trim any frames after and including this one, and make a new frame
-                    del frame_stack[stack_depth:]
+                    del frame_stacks[thread_id][stack_depth:]
                     raise IdentifierDoesntMatchException()
             except (IndexError, IdentifierDoesntMatchException):
                 # create a new frame
-                parent = frame_stack[stack_depth - 1]
-                frame = Frame(identifier_or_frame_info=frame_info)
+                parent = frame_stacks[thread_id][stack_depth - 1]
+                frame = Frame(thread_id=thread_id, identifier_or_frame_info=frame_info)
                 parent.add_child(frame)
 
-                assert len(frame_stack) == stack_depth
-                frame_stack.append(frame)
+                assert len(frame_stacks[thread_id]) == stack_depth
+                frame_stacks[thread_id].append(frame)
 
             frame.record_time_from_frame_info(frame_info=frame_info, time=time)
 
         # trim any extra frames
-        del frame_stack[stack_depth + 1 :]
+        del frame_stacks[thread_id][stack_depth + 1:]
 
-        final_frame = frame_stack[-1]
+        final_frame = frame_stacks[thread_id][-1]
 
         if not final_frame.is_synthetic_leaf:
             # record the self-time
             final_frame.add_child(
-                Frame(identifier_or_frame_info=SELF_TIME_FRAME_IDENTIFIER, time=time)
+                Frame(thread_id=thread_id,
+                      identifier_or_frame_info=SELF_TIME_FRAME_IDENTIFIER, time=time)
             )
 
-    if len(root_frame.children) == 1:
-        root_frame = root_frame.children[0]
-        root_frame.remove_from_parent()
+    for thread_id, root_frame in root_frames.items():
+        if len(root_frames[thread_id].children) == 1:
+            root_frames[thread_id] = root_frame.children[0]
+            root_frames[thread_id].remove_from_parent()
 
-    return root_frame
+    return root_frames
 
 
 def delete_frame_from_tree(
diff --git a/pyinstrument/profiler.py b/pyinstrument/profiler.py
index f326a13f..74db4a28 100644
--- a/pyinstrument/profiler.py
+++ b/pyinstrument/profiler.py
@@ -7,13 +7,15 @@
 import types
 from pathlib import Path
 from time import process_time
-from typing import IO, Any
+from typing import IO, Any, Dict
 
 from pyinstrument import renderers
 from pyinstrument.frame import AWAIT_FRAME_IDENTIFIER, OUT_OF_CONTEXT_FRAME_IDENTIFIER
 from pyinstrument.renderers.console import FlatTimeMode
 from pyinstrument.session import Session
-from pyinstrument.stack_sampler import AsyncState, StackSampler, build_call_stack, get_stack_sampler
+from pyinstrument.stack_sampler import (AsyncState, StackSampler,
+                                        StackSamplerSubscriberTarget, build_call_stack,
+                                        get_stack_sampler,)
 from pyinstrument.typing import LiteralStr
 from pyinstrument.util import file_supports_color, file_supports_unicode
 
@@ -22,6 +24,8 @@
 
 class ActiveProfilerSession:
     frame_records: list[tuple[list[str], float]]
+    thread_start_times: Dict[str, float]
+    first_start_time: float
 
     def __init__(
         self,
@@ -30,13 +34,21 @@ def __init__(
         start_call_stack: list[str],
         target_description: str,
         interval: float,
+        child_threads: bool
     ) -> None:
         self.start_time = start_time
+        self.thread_start_times = {}
         self.start_process_time = start_process_time
         self.start_call_stack = start_call_stack
         self.frame_records = []
         self.target_description = target_description
-        self.interval = interval
+        self.interval = interval,
+        self.child_threads = child_threads
+
+    def record_thread_start(self, thread_id: str, time: float) -> None:
+        if not self.thread_start_times:
+            self.first_start_time = time
+        self.thread_start_times[thread_id] = time - self.first_start_time
 
 
 AsyncMode = LiteralStr["enabled", "disabled", "strict"]
@@ -52,12 +64,15 @@ class Profiler:
     _interval: float
     _async_mode: AsyncMode
     use_timing_thread: bool | None
+    child_threads: bool | None
+    _subscriber_target: StackSamplerSubscriberTarget
 
     def __init__(
         self,
         interval: float = 0.001,
         async_mode: AsyncMode = "enabled",
         use_timing_thread: bool | None = None,
+        child_threads: bool | None = None
     ):
         """
         Note the profiling will not start until :func:`start` is called.
@@ -73,6 +88,11 @@ def __init__(
         self._active_session = None
         self._async_mode = async_mode
         self.use_timing_thread = use_timing_thread
+        self.child_threads = child_threads
+        self._subscriber_target = StackSamplerSubscriberTarget(
+            call_stack=self._sampler_saw_call_stack,
+            event=self._sampler_state_changed
+        )
 
     @property
     def interval(self) -> float:
@@ -152,14 +172,16 @@ def start(
                 start_call_stack=build_call_stack(caller_frame, "initial", None),
                 target_description=target_description,
                 interval=self.interval,
+                child_threads=self.child_threads if self.child_threads is not None else False
             )
 
             use_async_context = self.async_mode != "disabled"
             get_stack_sampler().subscribe(
-                self._sampler_saw_call_stack,
+                self._subscriber_target,
                 desired_interval=self.interval,
                 use_async_context=use_async_context,
                 use_timing_thread=self.use_timing_thread,
+                child_threads=self.child_threads
             )
         except:
             self._active_session = None
@@ -176,7 +198,7 @@ def stop(self) -> Session:
             raise RuntimeError("This profiler is not currently running.")
 
         try:
-            get_stack_sampler().unsubscribe(self._sampler_saw_call_stack)
+            get_stack_sampler().unsubscribe(self._subscriber_target)
         except StackSampler.SubscriberNotFound:
             raise RuntimeError(
                 "Failed to stop profiling. Make sure that you start/stop profiling on the same thread."
@@ -190,6 +212,7 @@ def stop(self) -> Session:
         session = Session(
             frame_records=active_session.frame_records,
             start_time=active_session.start_time,
+            thread_start_times=active_session.thread_start_times,
             duration=time.time() - active_session.start_time,
             min_interval=active_session.interval,
             max_interval=active_session.interval,
@@ -246,6 +269,19 @@ def __enter__(self):
     def __exit__(self, *args: Any):
         self.stop()
 
+    # pylint: disable=W0613
+    def _sampler_state_changed(
+        self,
+        event: str,
+        thread_id: str,
+            time: float):
+        if not self._active_session:
+            raise RuntimeError(
+                "Received a state change without an active session. Please file an issue on pyinstrument Github describing how you made this happen!"
+            )
+        if event == 'thread_start':
+            self._active_session.record_thread_start(thread_id, time)
+
     # pylint: disable=W0613
     def _sampler_saw_call_stack(
         self,
diff --git a/pyinstrument/renderers/base.py b/pyinstrument/renderers/base.py
index 53b5b47a..5ec5a2d6 100644
--- a/pyinstrument/renderers/base.py
+++ b/pyinstrument/renderers/base.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 import contextlib
-from typing import Any, List
+from typing import Dict, Any, List
 
 from pyinstrument import processors
 from pyinstrument.frame import Frame
@@ -108,11 +108,14 @@ def default_processors(self) -> ProcessorList:
         """
         raise NotImplementedError()
 
-    def preprocess(self, root_frame: Frame | None) -> Frame | None:
-        frame = root_frame
-        for processor in self.processors:
-            frame = processor(frame, options=self.processor_options)
-        return frame
+    def preprocess(self, root_frames: Dict[str, Frame | None] | None) -> Dict[str, Frame | None] | None:
+        frames = root_frames
+        if frames is not None:
+            for thread_id, frame in frames.items():
+                for processor in self.processors:
+                    frame = processor(frame, options=self.processor_options)
+                frames[thread_id] = frame
+        return frames
 
     def render(self, session: Session) -> str:
         """
diff --git a/pyinstrument/renderers/console.py b/pyinstrument/renderers/console.py
index 11ecc40c..0583bb89 100644
--- a/pyinstrument/renderers/console.py
+++ b/pyinstrument/renderers/console.py
@@ -63,18 +63,19 @@ def __init__(
     def render(self, session: Session) -> str:
         result = self.render_preamble(session)
 
-        frame = self.preprocess(session.root_frame())
+        frames = self.preprocess(session.root_frames())
         indent = ".  " if self.short_mode else ""
 
-        if frame is None:
+        if frames is None:
             result += f"{indent}No samples were recorded.\n"
         else:
-            self.root_frame = frame
+            self.root_frames = frames
 
-            if self.flat:
-                result += self.render_frame_flat(self.root_frame, indent=indent)
-            else:
-                result += self.render_frame(self.root_frame, indent=indent, child_indent=indent)
+            for thread_id, root_frame in frames.items():
+                if self.flat:
+                    result += self.render_frame_flat(root_frame, indent=indent)
+                else:
+                    result += self.render_frame(root_frame, indent=indent, child_indent=indent)
 
         result += f"{indent}\n"
 
@@ -126,7 +127,7 @@ def should_render_frame_in_group(self, frame: Frame) -> bool:
         assert frame.group
         return (
             frame.group.root == frame
-            or frame.total_self_time > 0.2 * self.root_frame.time
+            or frame.total_self_time > 0.2 * self.root_frames[frame.thread_id].time
             or frame in frame.group.exit_frames
         )
 
@@ -222,7 +223,7 @@ def walk(frame: Frame):
         if not self.show_all:
             # remove nodes that represent less than 0.1% of the total time
             id_time_pairs = [
-                pair for pair in id_time_pairs if pair[1] / self.root_frame.time > 0.001
+                pair for pair in id_time_pairs if pair[1] / self.root_frames[frame.thread_id].time > 0.001
             ]
 
         result = ""
@@ -235,7 +236,7 @@ def walk(frame: Frame):
 
     def frame_description(self, frame: Frame, *, override_time: float | None = None) -> str:
         time = override_time if override_time is not None else frame.time
-        time_color = self._ansi_color_for_time(time)
+        time_color = self._ansi_color_for_time(frame.thread_id, time)
 
         if self.time == "percent_of_total":
             time_str = f"{self.frame_proportion_of_total_time(time) * 100:.1f}%"
@@ -260,13 +261,13 @@ def frame_description(self, frame: Frame, *, override_time: float | None = None)
 
         return f"{value_str} {function_str}  {code_position_str}"
 
-    def frame_proportion_of_total_time(self, time: float) -> float:
-        if self.root_frame.time == 0:
+    def frame_proportion_of_total_time(self, thread_id: str, time: float) -> float:
+        if self.root_frames[thread_id].time == 0:
             return 1
-        return time / self.root_frame.time
+        return time / self.root_frames[thread_id].time
 
-    def _ansi_color_for_time(self, time: float) -> str:
-        proportion_of_total = self.frame_proportion_of_total_time(time)
+    def _ansi_color_for_time(self, thread_id: str, time: float) -> str:
+        proportion_of_total = self.frame_proportion_of_total_time(thread_id, time)
 
         if proportion_of_total > 0.6:
             return self.colors.red
diff --git a/pyinstrument/renderers/html.py b/pyinstrument/renderers/html.py
index aa3a845b..4088c629 100644
--- a/pyinstrument/renderers/html.py
+++ b/pyinstrument/renderers/html.py
@@ -6,6 +6,7 @@
 import urllib.parse
 import warnings
 import webbrowser
+from typing import Callable, cast
 from pathlib import Path
 
 from pyinstrument.renderers.base import FrameRenderer, ProcessorList, Renderer
@@ -119,9 +120,22 @@ def default_processors(self) -> ProcessorList:
         return []
 
     def render(self, session: Session) -> str:
+        encode_str = cast(Callable[[str], str], json.encoder.encode_basestring)  # type: ignore
         session_json = session.to_json(include_frame_records=False)
         session_json_str = json.dumps(session_json)
-        root_frame = session.root_frame()
-        root_frame = self.preprocess(root_frame)
-        frame_tree_json_str = root_frame.to_json_str() if root_frame else "null"
-        return '{"session": %s, "frame_tree": %s}' % (session_json_str, frame_tree_json_str)
+        root_frames = session.root_frames()
+        root_frames = self.preprocess(root_frames)
+        if root_frames is not None:
+            frame_trees_json_str = ''
+            keys = root_frames.keys()
+            key_count = 0
+            for thread_id in keys:
+                root_frame = root_frames[thread_id]
+                frame_tree_json_str = root_frame.to_json_str() if root_frame else "null"
+                frame_trees_json_str += ' %s : %s%s ' % (encode_str(thread_id), frame_tree_json_str,
+                                                       ',' if key_count < len(keys) - 1 else '')
+                key_count += 1
+            return '{"session": %s, "frame_trees": {%s}}' % (session_json_str, frame_trees_json_str)
+        else:
+            return '{"session": %s, "frame_trees": %s}' % (session_json_str, "null")
+
diff --git a/pyinstrument/renderers/html_resources/app.js b/pyinstrument/renderers/html_resources/app.js
index 07e51fd8..d53a8ee9 100644
--- a/pyinstrument/renderers/html_resources/app.js
+++ b/pyinstrument/renderers/html_resources/app.js
@@ -1,14 +1,14 @@
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o=document.createElement("link");o.rel="preload",o.as="style",o.onload=()=>{o.rel="stylesheet"},o.href="https://fonts.googleapis.com/css?family=Source+Code+Pro:400,600|Source+Sans+Pro:400,600&display=swap",document.head.appendChild(o);const r=n.rootFrames;let l=0;if(r!=null)for(const d of Object.keys(r)){const v=r[d];if(v!=null){const m=v.time;m>l&&(l=m)}}const f=l.toLocaleString(void 0,{maximumSignificantDigits:3});let g,p;return(p=/[^\s/]+(:\d+)?$/.exec(n.target_description))?g=p[0]:g=n.target_description,document.title=`${f}s - ${g} - pyinstrument`,i.$$set=d=>{"session"in d&&t(0,n=d.session)},[n,s]}class nn extends de{constructor(e){super(),fe(this,e,sn,tn,re,{session:0})}}class on{constructor(e){T(this,"startTime");T(this,"threadStartTimes");T(this,"duration");T(this,"minInterval");T(this,"maxInterval");T(this,"sampleCount");T(this,"target_description");T(this,"cpuTime");T(this,"rootFrames");T(this,"sysPath");T(this,"sysPrefixes");T(this,"_shortenPathCache",{});this.startTime=e.session.start_time,this.threadStartTimes=e.session.thread_start_times,this.duration=e.session.duration,this.minInterval=e.session.min_interval,this.maxInterval=e.session.max_interval,this.sampleCount=e.session.sample_count,this.target_description=e.session.target_description,this.cpuTime=e.session.cpu_time,this.sysPath=e.session.sys_path,this.sysPrefixes=e.session.sys_prefixes,this.rootFrames={};for(const t of Object.keys(e.frame_trees))this.rootFrames[t]=new Ke(e.frame_trees[t],this)}shortenPath(e){if(this._shortenPathCache[e])return this._shortenPathCache[e];let t=e;if($e(e).length>1)for(const n of this.sysPath){const a=rn(e,n);$e(a).length<$e(t).length&&(t=a)}return this._shortenPathCache[e]=t,t}threadStartTime(e){return this.threadStartTimes.hasOwnProperty(e)?this.threadStartTimes[e]:0}}function $e(i){return i.split(/[/\\]/)}function mi(i){const e=$e(i);return e.length>0&&e[0].endsWith(":")?e[0]:null}function rn(i,e){if(mi(i)!=mi(e))return i;const t=$e(i),s=$e(e);let n=0;for(;n<t.length&&n<s.length&&t[n]==s[n];)n++;return s.slice(n).map(o=>"..").concat(t.slice(n)).join("/")}return{render(i,e){const t=new on(e);return new nn({target:i,props:{session:t}})}}}();
diff --git a/pyinstrument/renderers/jsonrenderer.py b/pyinstrument/renderers/jsonrenderer.py
index 5f33e490..ad65a9fe 100644
--- a/pyinstrument/renderers/jsonrenderer.py
+++ b/pyinstrument/renderers/jsonrenderer.py
@@ -63,7 +63,7 @@ def render_frame(self, frame: Frame | None):
         return "{%s}" % ",".join(property_decls)
 
     def render(self, session: Session):
-        frame = self.preprocess(session.root_frame())
+        frames = self.preprocess(session.root_frames())
 
         property_decls: list[str] = []
         property_decls.append('"start_time": %f' % session.start_time)
@@ -71,7 +71,8 @@ def render(self, session: Session):
         property_decls.append('"sample_count": %d' % session.sample_count)
         property_decls.append('"target_description": %s' % encode_str(session.target_description))
         property_decls.append('"cpu_time": %f' % session.cpu_time)
-        property_decls.append('"root_frame": %s' % self.render_frame(frame))
+        property_decls.append('"root_frames": {%s}' % ','.join(
+            self.render_frame(frame) for frame in frames))
 
         return "{%s}\n" % ",".join(property_decls)
 
diff --git a/pyinstrument/renderers/speedscope.py b/pyinstrument/renderers/speedscope.py
index 6bb20581..2963c1cb 100644
--- a/pyinstrument/renderers/speedscope.py
+++ b/pyinstrument/renderers/speedscope.py
@@ -207,6 +207,7 @@ def render_frame(self, frame: Frame | None) -> list[SpeedscopeEvent]:
         return events_array
 
     def render(self, session: Session):
+        # FIXME: this is known broken with threads
         frame = self.preprocess(session.root_frame())
 
         id_: str = time.strftime("%Y-%m-%dT%H-%M-%S", time.localtime(session.start_time))
diff --git a/pyinstrument/session.py b/pyinstrument/session.py
index 255ca9de..3a8406df 100644
--- a/pyinstrument/session.py
+++ b/pyinstrument/session.py
@@ -4,7 +4,7 @@
 import os
 import sys
 from collections import deque
-from typing import Any
+from typing import Dict, Any
 
 from pyinstrument.frame import Frame
 from pyinstrument.frame_info import frame_info_get_identifier
@@ -25,6 +25,7 @@ def __init__(
         self,
         frame_records: list[FrameRecordType],
         start_time: float,
+        thread_start_times: Dict[str, float],
         duration: float,
         min_interval: float,
         max_interval: float,
@@ -43,6 +44,7 @@ def __init__(
         """
         self.frame_records = frame_records
         self.start_time = start_time
+        self.thread_start_times = thread_start_times
         self.duration = duration
         self.min_interval = min_interval
         self.max_interval = max_interval
@@ -77,6 +79,7 @@ def save(self, filename: PathOrStr) -> None:
     def to_json(self, include_frame_records: bool = True):
         result: dict[str, Any] = {
             "start_time": self.start_time,
+            "thread_start_times": self.thread_start_times,
             "duration": self.duration,
             "min_interval": self.min_interval,
             "max_interval": self.max_interval,
@@ -98,6 +101,7 @@ def from_json(json_dict: dict[str, Any]):
         return Session(
             frame_records=json_dict["frame_records"],
             start_time=json_dict["start_time"],
+            thread_start_times=json_dict["thread_start_times"],
             min_interval=json_dict.get("min_interval", 0.001),
             max_interval=json_dict.get("max_interval", 0.001),
             duration=json_dict["duration"],
@@ -127,6 +131,7 @@ def combine(session1: Session, session2: Session) -> Session:
         return Session(
             frame_records=session1.frame_records + session2.frame_records,
             start_time=session1.start_time,
+            thread_start_times=session1.thread_start_times | session2.thread_start_times,
             min_interval=min(session1.min_interval, session2.min_interval),
             max_interval=max(session1.max_interval, session2.max_interval),
             duration=session1.duration + session2.duration,
@@ -144,7 +149,11 @@ def combine(session1: Session, session2: Session) -> Session:
     def current_sys_prefixes() -> list[str]:
         return [sys.prefix, sys.base_prefix, sys.exec_prefix, sys.base_exec_prefix]
 
+    # FIXME: remove after converting all to this
     def root_frame(self, trim_stem: bool = True) -> Frame | None:
+        return None
+
+    def root_frames(self, trim_stem: bool = True) -> Dict[str, Frame | None] | None:
         """
         Parses the internal frame records and returns a tree of :class:`Frame`
         objects. This object can be rendered using a :class:`Renderer`
@@ -152,15 +161,18 @@ def root_frame(self, trim_stem: bool = True) -> Frame | None:
 
         :rtype: A :class:`Frame` object, or None if the session is empty.
         """
-        root_frame = build_frame_tree(self.frame_records, context=self)
+        root_frames = build_frame_tree(self.frame_records, context=self)
 
-        if root_frame is None:
-            return None
+        if root_frames is not None:
+            for thread_id, root_frame in root_frames.items():
+                if root_frame is None:
+                    return None
 
-        if trim_stem:
-            root_frame = self._trim_stem(root_frame)
+                if trim_stem:
+                    root_frame = self._trim_stem(root_frame)
+                    root_frames[thread_id] = root_frame
 
-        return root_frame
+        return root_frames
 
     def _trim_stem(self, frame: Frame):
         # trim the start of the tree before any branches.
diff --git a/pyinstrument/stack_sampler.py b/pyinstrument/stack_sampler.py
index e2042bf2..a3cc4d34 100644
--- a/pyinstrument/stack_sampler.py
+++ b/pyinstrument/stack_sampler.py
@@ -7,7 +7,8 @@
 import timeit
 import types
 from contextvars import ContextVar
-from typing import Any, Callable, List, NamedTuple, Optional
+from dataclasses import dataclass
+from typing import Any, Callable, Dict, List, NamedTuple, Optional
 
 from pyinstrument.low_level.stat_profile import (
     get_frame_info,
@@ -24,7 +25,15 @@
 
 thread_locals = threading.local()
 
-StackSamplerSubscriberTarget = Callable[[List[str], float, Optional["AsyncState"]], None]
+SubscriberCallstackFn = Callable[[List[str], float, Optional["AsyncState"]], None]
+SubscriberEventFn = Callable[[str, str, float], None]
+
+
+@dataclass
+class StackSamplerSubscriberTarget:
+    call_stack: SubscriberCallstackFn
+    event: SubscriberEventFn
+
 
 IGNORE_OVERHEAD_WARNING = strtobool(os.environ.get("PYINSTRUMENT_IGNORE_OVERHEAD_WARNING", "0"))
 
@@ -38,12 +47,14 @@ def __init__(
         bound_to_async_context: bool,
         async_state: AsyncState | None,
         use_timing_thread: bool | None = None,
+        child_threads: bool | None = None
     ) -> None:
         self.target = target
         self.desired_interval = desired_interval
         self.use_timing_thread = use_timing_thread
         self.bound_to_async_context = bound_to_async_context
         self.async_state = async_state
+        self.child_threads = child_threads
 
 
 active_profiler_context_var: ContextVar[object | None] = ContextVar(
@@ -56,14 +67,18 @@ class StackSampler:
 
     subscribers: list[StackSamplerSubscriber]
     current_sampling_interval: float | None
-    last_profile_time: float
+    current_child_threads: bool | None
+    last_profile_time: Dict[str, float]
+    first_profile_time: float | None
     timer_func: Callable[[], float] | None
     has_warned_about_timing_overhead: bool
 
     def __init__(self) -> None:
         self.subscribers = []
         self.current_sampling_interval = None
-        self.last_profile_time = 0.0
+        self.current_child_threads = None
+        self.last_profile_time = {}
+        self.first_profile_time = None
         self.timer_func = None
         self.has_warned_about_timing_overhead = False
 
@@ -74,6 +89,7 @@ def subscribe(
         desired_interval: float,
         use_timing_thread: bool | None = None,
         use_async_context: bool,
+        child_threads: bool | None = None
     ):
         if use_async_context:
             if active_profiler_context_var.get() is not None:
@@ -89,6 +105,7 @@ def subscribe(
                 use_timing_thread=use_timing_thread,
                 bound_to_async_context=use_async_context,
                 async_state=AsyncState("in_context") if use_async_context else None,
+                child_threads=child_threads
             )
         )
         self._update()
@@ -121,15 +138,25 @@ def _update(self):
             raise ValueError(
                 f"Profiler requested different timing thread preferences from a profiler that is already running."
             )
-
         use_timing_thread = next(iter(timing_thread_preferences), False)
 
-        if self.current_sampling_interval != min_subscribers_interval:
+        child_thread_preferences = set(
+            s.child_threads for s in self.subscribers if s.child_threads is not None
+        )
+        if len(child_thread_preferences) > 1:
+            raise ValueError(
+                f"Profiler requested different child thread preferences from a profiler that is already running."
+            )
+        child_threads = next(iter(child_thread_preferences), False)
+
+        if (self.current_sampling_interval != min_subscribers_interval or
+                self.current_child_threads != child_threads):
             self._start_sampling(
-                interval=min_subscribers_interval, use_timing_thread=use_timing_thread
+                interval=min_subscribers_interval, use_timing_thread=use_timing_thread,
+                child_threads=child_threads
             )
 
-    def _start_sampling(self, interval: float, use_timing_thread: bool):
+    def _start_sampling(self, interval: float, use_timing_thread: bool, child_threads: bool):
         if use_timing_thread and self.timer_func is not None:
             raise ValueError(
                 f"Profiler requested to use the timing thread but this stack sampler is already using a custom timer function."
@@ -151,21 +178,37 @@ def _start_sampling(self, interval: float, use_timing_thread: bool):
         self._check_timing_overhead(interval=interval, timer_type=timer_type)
 
         self.current_sampling_interval = interval
-        if self.last_profile_time == 0.0:
-            self.last_profile_time = self._timer()
-
-        setstatprofile(
-            target=self._sample,
-            interval=interval,
-            context_var=active_profiler_context_var,
-            timer_type=timer_type,
-            timer_func=self.timer_func,
-        )
+        self.current_child_threads = child_threads
+        if self.first_profile_time is None:
+            self.first_profile_time = self._timer()
+
+        def _call_setstatprofile(*argv):
+            setstatprofile(
+                target=self._sample,
+                interval=interval,
+                context_var=active_profiler_context_var,
+                timer_type=timer_type,
+                timer_func=self.timer_func,
+            )
+            thread_id = get_thread_id()
+            if thread_id not in self.last_profile_time:
+                self.last_profile_time[get_thread_id()] = self._timer()
+            for subscriber in self.subscribers:
+                subscriber.target.event(
+                    'thread_start', thread_id, self._timer())
+
+        _call_setstatprofile()
+
+        if child_threads:
+            threading.setprofile(_call_setstatprofile)
 
     def _stop_sampling(self):
         setstatprofile(None)
+        if self.current_child_threads:
+            threading.setprofile(None)
         self.current_sampling_interval = None
-        self.last_profile_time = 0.0
+        self.current_child_threads = None
+        self.last_profile_time = {}
 
     def _sample(self, frame: types.FrameType, event: str, arg: Any):
         if event == "context_changed":
@@ -189,14 +232,19 @@ def _sample(self, frame: types.FrameType, event: str, arg: Any):
                     subscriber.async_state = AsyncState("in_context")
         else:
             now = self._timer()
-            time_since_last_sample = now - self.last_profile_time
+            thread_id = get_thread_id()
+            last_time = (self.last_profile_time[thread_id]
+                         if thread_id in self.last_profile_time
+                         else self.first_profile_time)
+            time_since_last_sample = now - last_time
 
             call_stack = build_call_stack(frame, event, arg)
 
             for subscriber in self.subscribers:
-                subscriber.target(call_stack, time_since_last_sample, subscriber.async_state)
+                subscriber.target.call_stack(
+                    call_stack, time_since_last_sample, subscriber.async_state)
 
-            self.last_profile_time = now
+            self.last_profile_time[thread_id] = now
 
     def _timer(self):
         if self.timer_func:
@@ -279,6 +327,11 @@ def get_stack_sampler() -> StackSampler:
     return thread_locals.stack_sampler
 
 
+def get_thread_id() -> str:
+    thread = threading.current_thread()
+    return "%s\x00%s\x00%i" % (thread.name, "<thread>", thread.ident)
+
+
 def build_call_stack(frame: types.FrameType | None, event: str, arg: Any) -> list[str]:
     call_stack: list[str] = []
 
@@ -300,9 +353,7 @@ def build_call_stack(frame: types.FrameType | None, event: str, arg: Any) -> lis
         call_stack.append(get_frame_info(frame))
         frame = frame.f_back
 
-    thread = threading.current_thread()
-    thread_identifier = "%s\x00%s\x00%i" % (thread.name, "<thread>", thread.ident)
-    call_stack.append(thread_identifier)
+    call_stack.append(get_thread_id())
 
     # we iterated from the leaf to the root, we actually want the call stack
     # starting at the root, so reverse this array