SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

Description

@ArneDefauw

Summary

After rebuilding a fresh environment SpatialData.write() started failing.

The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

Minimal reproducer

importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
sdata.write(out)

Observed behavior

The call to sdata.write(out) raises:

TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

Full traceback

Traceback (mostrecentcalllast):
File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

Version comparison

Failing environment:

Python 3.12.12
spatialdata 0.7.2
ome-zarr 0.14.0
zarr 3.1.5
dask 2026.1.1

Working environment:

Python 3.12.12
spatialdata 0.7.2
ome-zarr 0.13.0
zarr 3.1.5
dask 2026.1.1

So the only relevant version difference I found between the two environments is ome-zarr.

Suspected cause

It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

((3,), (512,), (512,))

In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

chunks=raster_data.chunks
...
storage_options= {"chunks": chunks}

Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

chunks_opt=options.pop("chunks", None)
...
zarr_array_kwargs["chunks"] =chunks_opt

But zarr expects a flat chunk shape like:

(3, 512, 512)

not the dask chunk grid:

((3,), (512,), (512,))

Expected behavior

blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

Workaround

Pinning ome-zarr==0.13.0 avoids the problem in my setup.

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      })();
      (function(){
      try {
      var __m = "github.com";
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      SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

      Description

      @ArneDefauw

      Summary

      After rebuilding a fresh environment SpatialData.write() started failing.

      The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

      This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

      Minimal reproducer

      importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
      out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
      sdata.write(out)

      Observed behavior

      The call to sdata.write(out) raises:

      TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

      Full traceback

      Traceback (mostrecentcalllast):
      File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
      File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
      File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
      File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
      File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
      File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
      File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
      File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
      File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
      File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
      File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
      File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
      File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
      TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

      Version comparison

      Failing environment:

      Python 3.12.12
      spatialdata 0.7.2
      ome-zarr 0.14.0
      zarr 3.1.5
      dask 2026.1.1
      

      Working environment:

      Python 3.12.12
      spatialdata 0.7.2
      ome-zarr 0.13.0
      zarr 3.1.5
      dask 2026.1.1
      

      So the only relevant version difference I found between the two environments is ome-zarr.

      Suspected cause

      It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

      ((3,), (512,), (512,))

      In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

      chunks=raster_data.chunks
      ...
      storage_options= {"chunks": chunks}

      Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

      chunks_opt=options.pop("chunks", None)
      ...
      zarr_array_kwargs["chunks"] =chunks_opt

      But zarr expects a flat chunk shape like:

      (3, 512, 512)

      not the dask chunk grid:

      ((3,), (512,), (512,))

      Expected behavior

      blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

      Workaround

      Pinning ome-zarr==0.13.0 avoids the problem in my setup.

      Metadata

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          , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
          Skip to content

          SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

          Description

          @ArneDefauw

          Summary

          After rebuilding a fresh environment SpatialData.write() started failing.

          The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

          This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

          Minimal reproducer

          importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
          out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
          sdata.write(out)

          Observed behavior

          The call to sdata.write(out) raises:

          TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

          Full traceback

          Traceback (mostrecentcalllast):
          File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
          File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
          File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
          File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
          File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
          File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
          File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
          File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
          File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
          File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
          File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
          File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
          File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
          TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

          Version comparison

          Failing environment:

          Python 3.12.12
          spatialdata 0.7.2
          ome-zarr 0.14.0
          zarr 3.1.5
          dask 2026.1.1
          

          Working environment:

          Python 3.12.12
          spatialdata 0.7.2
          ome-zarr 0.13.0
          zarr 3.1.5
          dask 2026.1.1
          

          So the only relevant version difference I found between the two environments is ome-zarr.

          Suspected cause

          It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

          ((3,), (512,), (512,))

          In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

          chunks=raster_data.chunks
          ...
          storage_options= {"chunks": chunks}

          Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

          chunks_opt=options.pop("chunks", None)
          ...
          zarr_array_kwargs["chunks"] =chunks_opt

          But zarr expects a flat chunk shape like:

          (3, 512, 512)

          not the dask chunk grid:

          ((3,), (512,), (512,))

          Expected behavior

          blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

          Workaround

          Pinning ome-zarr==0.13.0 avoids the problem in my setup.

          Metadata

          Metadata

          Assignees

          No one assigned

            Labels

            No labels
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            No type

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              No branches or pull requests

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              , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
              Skip to content

              SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

              Description

              @ArneDefauw

              Summary

              After rebuilding a fresh environment SpatialData.write() started failing.

              The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

              This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

              Minimal reproducer

              importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
              out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
              sdata.write(out)

              Observed behavior

              The call to sdata.write(out) raises:

              TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

              Full traceback

              Traceback (mostrecentcalllast):
              File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
              File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
              File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
              File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
              File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
              File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
              File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
              File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
              File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
              File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
              File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
              File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
              File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
              TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

              Version comparison

              Failing environment:

              Python 3.12.12
              spatialdata 0.7.2
              ome-zarr 0.14.0
              zarr 3.1.5
              dask 2026.1.1
              

              Working environment:

              Python 3.12.12
              spatialdata 0.7.2
              ome-zarr 0.13.0
              zarr 3.1.5
              dask 2026.1.1
              

              So the only relevant version difference I found between the two environments is ome-zarr.

              Suspected cause

              It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

              ((3,), (512,), (512,))

              In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

              chunks=raster_data.chunks
              ...
              storage_options= {"chunks": chunks}

              Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

              chunks_opt=options.pop("chunks", None)
              ...
              zarr_array_kwargs["chunks"] =chunks_opt

              But zarr expects a flat chunk shape like:

              (3, 512, 512)

              not the dask chunk grid:

              ((3,), (512,), (512,))

              Expected behavior

              blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

              Workaround

              Pinning ome-zarr==0.13.0 avoids the problem in my setup.

              Metadata

              Metadata

              Assignees

              No one assigned

                Labels

                No labels
                No labels

                Type

                No type

                Projects

                No projects

                  Milestone

                  No milestone

                  Relationships

                  None yet

                  Development

                  No branches or pull requests

                  Issue actions

                  , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
                  Skip to content

                  SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

                  Description

                  @ArneDefauw

                  Summary

                  After rebuilding a fresh environment SpatialData.write() started failing.

                  The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

                  This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

                  Minimal reproducer

                  importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
                  out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
                  sdata.write(out)

                  Observed behavior

                  The call to sdata.write(out) raises:

                  TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                  Full traceback

                  Traceback (mostrecentcalllast):
                  File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
                  File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
                  File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
                  File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
                  File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
                  File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
                  File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
                  File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
                  File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
                  File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
                  File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
                  File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
                  File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
                  TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                  Version comparison

                  Failing environment:

                  Python 3.12.12
                  spatialdata 0.7.2
                  ome-zarr 0.14.0
                  zarr 3.1.5
                  dask 2026.1.1
                  

                  Working environment:

                  Python 3.12.12
                  spatialdata 0.7.2
                  ome-zarr 0.13.0
                  zarr 3.1.5
                  dask 2026.1.1
                  

                  So the only relevant version difference I found between the two environments is ome-zarr.

                  Suspected cause

                  It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

                  ((3,), (512,), (512,))

                  In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

                  chunks=raster_data.chunks
                  ...
                  storage_options= {"chunks": chunks}

                  Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

                  chunks_opt=options.pop("chunks", None)
                  ...
                  zarr_array_kwargs["chunks"] =chunks_opt

                  But zarr expects a flat chunk shape like:

                  (3, 512, 512)

                  not the dask chunk grid:

                  ((3,), (512,), (512,))

                  Expected behavior

                  blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

                  Workaround

                  Pinning ome-zarr==0.13.0 avoids the problem in my setup.

                  Metadata

                  Metadata

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                  No one assigned

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                    No labels
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                    No type

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                      No milestone

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                      None yet

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                      No branches or pull requests

                      Issue actions

                      , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
                      Skip to content

                      SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

                      Description

                      @ArneDefauw

                      Summary

                      After rebuilding a fresh environment SpatialData.write() started failing.

                      The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

                      This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

                      Minimal reproducer

                      importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
                      out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
                      sdata.write(out)

                      Observed behavior

                      The call to sdata.write(out) raises:

                      TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                      Full traceback

                      Traceback (mostrecentcalllast):
                      File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
                      File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
                      File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
                      File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
                      File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
                      File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
                      File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
                      File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
                      File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
                      File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
                      File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
                      File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
                      File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
                      TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                      Version comparison

                      Failing environment:

                      Python 3.12.12
                      spatialdata 0.7.2
                      ome-zarr 0.14.0
                      zarr 3.1.5
                      dask 2026.1.1
                      

                      Working environment:

                      Python 3.12.12
                      spatialdata 0.7.2
                      ome-zarr 0.13.0
                      zarr 3.1.5
                      dask 2026.1.1
                      

                      So the only relevant version difference I found between the two environments is ome-zarr.

                      Suspected cause

                      It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

                      ((3,), (512,), (512,))

                      In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

                      chunks=raster_data.chunks
                      ...
                      storage_options= {"chunks": chunks}

                      Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

                      chunks_opt=options.pop("chunks", None)
                      ...
                      zarr_array_kwargs["chunks"] =chunks_opt

                      But zarr expects a flat chunk shape like:

                      (3, 512, 512)

                      not the dask chunk grid:

                      ((3,), (512,), (512,))

                      Expected behavior

                      blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

                      Workaround

                      Pinning ome-zarr==0.13.0 avoids the problem in my setup.

                      Metadata

                      Metadata

                      Assignees

                      No one assigned

                        Labels

                        No labels
                        No labels

                        Type

                        No type

                        Projects

                        No projects

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                          No milestone

                          Relationships

                          None yet

                          Development

                          No branches or pull requests

                          Issue actions

                          , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
                          Skip to content

                          SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

                          Description

                          @ArneDefauw

                          Summary

                          After rebuilding a fresh environment SpatialData.write() started failing.

                          The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

                          This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

                          Minimal reproducer

                          importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
                          out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
                          sdata.write(out)

                          Observed behavior

                          The call to sdata.write(out) raises:

                          TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                          Full traceback

                          Traceback (mostrecentcalllast):
                          File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
                          File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
                          File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
                          File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
                          File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
                          File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
                          File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
                          File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
                          File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
                          File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
                          File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
                          File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
                          File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
                          TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                          Version comparison

                          Failing environment:

                          Python 3.12.12
                          spatialdata 0.7.2
                          ome-zarr 0.14.0
                          zarr 3.1.5
                          dask 2026.1.1
                          

                          Working environment:

                          Python 3.12.12
                          spatialdata 0.7.2
                          ome-zarr 0.13.0
                          zarr 3.1.5
                          dask 2026.1.1
                          

                          So the only relevant version difference I found between the two environments is ome-zarr.

                          Suspected cause

                          It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

                          ((3,), (512,), (512,))

                          In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

                          chunks=raster_data.chunks
                          ...
                          storage_options= {"chunks": chunks}

                          Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

                          chunks_opt=options.pop("chunks", None)
                          ...
                          zarr_array_kwargs["chunks"] =chunks_opt

                          But zarr expects a flat chunk shape like:

                          (3, 512, 512)

                          not the dask chunk grid:

                          ((3,), (512,), (512,))

                          Expected behavior

                          blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

                          Workaround

                          Pinning ome-zarr==0.13.0 avoids the problem in my setup.

                          Metadata

                          Metadata

                          Assignees

                          No one assigned

                            Labels

                            No labels
                            No labels

                            Type

                            No type

                            Projects

                            No projects

                              Milestone

                              No milestone

                              Relationships

                              None yet

                              Development

                              No branches or pull requests

                              Issue actions

                              , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
                              Skip to content

                              SpatialData.write() fails for spatialdata.datasets.blobs() with ome-zarr==0.14.0 (TypeError: Expected an iterable of integers) #1090

                              Description

                              @ArneDefauw

                              Summary

                              After rebuilding a fresh environment SpatialData.write() started failing.

                              The same code works in an older environment with the same spatialdata, dask, and zarr versions, but with ome-zarr==0.13.0 instead of 0.14.0.

                              This looks like a regression at the spatialdata / ome-zarr boundary when chunks are passed from xarray/dask to the writer.

                              Minimal reproducer

                              importosimporttempfilefromspatialdata.datasetsimportblobssdata=blobs()
                              out=os.path.join(tempfile.gettempdir(), "sd_blobs_write_issue.zarr")
                              sdata.write(out)

                              Observed behavior

                              The call to sdata.write(out) raises:

                              TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                              Full traceback

                              Traceback (mostrecentcalllast):
                              File"<stdin>", line9, in<module>File".../site-packages/spatialdata/_utils.py", line263, inwrapperreturnf(*args, **kwargs)
                              File".../site-packages/spatialdata/_core/spatialdata.py", line1176, inwriteself._write_element(
                              File".../site-packages/spatialdata/_core/spatialdata.py", line1229, in_write_elementwrite_image(
                              File".../site-packages/spatialdata/_io/io_raster.py", line371, inwrite_image_write_raster(
                              File".../site-packages/spatialdata/_io/io_raster.py", line197, in_write_raster_write_raster_dataarray(
                              File".../site-packages/spatialdata/_io/io_raster.py", line275, in_write_raster_dataarraywrite_single_scale_ngff(
                              File".../site-packages/ome_zarr/writer.py", line651, inwrite_imagedask_delayed_jobs=_write_pyramid_to_zarr(
                              File".../site-packages/ome_zarr/writer.py", line754, in_write_pyramid_to_zarrda.to_zarr(
                              File".../site-packages/dask/array/core.py", line4101, into_zarrz=root.create_array(name=array_name, **zarr_array_kwargs)
                              File".../site-packages/zarr/core/group.py", line2715, increate_arrayself._sync(
                              File".../site-packages/zarr/core/array.py", line777, in_create_metadata_v3chunk_grid_parsed=RegularChunkGrid(chunk_shape=chunk_shape)
                              File".../site-packages/zarr/core/chunk_grids.py", line180, in__init__chunk_shape_parsed=parse_shapelike(chunk_shape)
                              File".../site-packages/zarr/core/common.py", line200, inparse_shapelikeraiseTypeError(msg)
                              TypeError: Expectedaniterableofintegers. Got ((3,), (512,), (512,)) instead.

                              Version comparison

                              Failing environment:

                              Python 3.12.12
                              spatialdata 0.7.2
                              ome-zarr 0.14.0
                              zarr 3.1.5
                              dask 2026.1.1
                              

                              Working environment:

                              Python 3.12.12
                              spatialdata 0.7.2
                              ome-zarr 0.13.0
                              zarr 3.1.5
                              dask 2026.1.1
                              

                              So the only relevant version difference I found between the two environments is ome-zarr.

                              Suspected cause

                              It looks like spatialdata passes xarray/dask chunk metadata in the form returned by .chunks, i.e. a tuple of tuples:

                              ((3,), (512,), (512,))

                              In spatialdata/_io/io_raster.py, raster_data.chunks is forwarded into storage_options["chunks"]:

                              chunks=raster_data.chunks
                              ...
                              storage_options= {"chunks": chunks}

                              Then in ome_zarr/writer.py, that value is forwarded into zarr_array_kwargs["chunks"]:

                              chunks_opt=options.pop("chunks", None)
                              ...
                              zarr_array_kwargs["chunks"] =chunks_opt

                              But zarr expects a flat chunk shape like:

                              (3, 512, 512)

                              not the dask chunk grid:

                              ((3,), (512,), (512,))

                              Expected behavior

                              blobs().write(path) should succeed, or the chunk metadata should be normalized before being passed to Zarr.

                              Workaround

                              Pinning ome-zarr==0.13.0 avoids the problem in my setup.

                              Metadata

                              Metadata

                              Assignees

                              No one assigned

                                Labels

                                No labels
                                No labels

                                Type

                                No type

                                Projects

                                No projects

                                  Milestone

                                  No milestone

                                  Relationships

                                  None yet

                                  Development

                                  No branches or pull requests

                                  Issue actions