Error code:   ConfigNamesError
Exception:    AttributeError
Message:      'str' object has no attribute 'items'
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 67, in compute_config_names_response
                  config_names = get_dataset_config_names(
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1207, in dataset_module_factory
                  raise e1 from None
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1182, in dataset_module_factory
                  ).get_module()
                    ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 690, in get_module
                  config_name: DatasetInfo.from_dict(dataset_info_dict)
                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 284, in from_dict
                  return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names})
                                                 ^^^^^^^^^^^^^^^^^^^^^^^
              AttributeError: 'str' object has no attribute 'items'

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Saudi Arabia Business Email List — Market Intelligence Dataset

100,000 verified Saudi Arabia contacts are available from LeadsBlue →. This open dataset provides the aggregate market intelligence behind that database — contact volume, benchmark open/reply rates, send timing, and compliance for the Saudi Arabia segment.

At a glance: This dataset provides aggregated market-intelligence on the Saudi Arabia Business Email List segment — real business-population statistics, cold-email performance benchmarks, and compliance context compiled by LeadsBlue Research.

Key figures

Metric	Value
Verified contacts in segment	100,000
Typical email open rate	15-23%
Typical email reply rate	2-5%
Best send days	Sunday, Monday, Tuesday
Best send time (local)	09:00-11:00 AST
Geography	Saudi Arabia
Industry verticals benchmarked	14
License	CC BY 4.0

📥 Get the full Saudi Arabia Business Email List — individual verified business records, ready to use: Download from LeadsBlue →

Market overview

Saudi Arabia is undergoing the most significant economic transformation in the Middle East under Vision 2030, diversifying from oil dependency toward technology, tourism, entertainment, manufacturing, and professional services. NEOM (the futuristic city project), the Red Sea Project, and Diriyah Gate are multi-trillion-riyal developments creating enormous B2B procurement opportunities across construction, technology, hospitality, and professional services. Riyadh is the commercial capital and the hub of government and financial sector activity; Jeddah is the commercial and trade gateway; Dammam/Khobar anchors the Eastern Province's petrochemical and energy sector.

Primary business hubs: Riyadh, Jeddah, Dammam/Khobar/Dhahran, Mecca, Medina.

Outreach benchmarks & strategy

Saudi B2B outreach requires cultural awareness and patience. Relationships and trust (wasta — social capital) are the primary currency of Saudi B2B procurement for established companies. Cold email is less effective than warm introductions via trade associations (Monsha'at), industry events (LEAP tech conference, Vision 2030 investment forums), or government-linked introductions. However, the Vision 2030 expansion has brought a new generation of Western-educated Saudi executives who respond better to direct, professional cold email — particularly in technology, fintech, and professional services roles.

Files in this dataset

File	Contents
`data/market_overview.csv`	Segment-level metrics: contact volume, benchmark rates, send timing
`data/industry_benchmarks.csv`	Open/reply benchmarks across 14 industry verticals
`data/compliance.csv`	Regulatory framework, business culture, decision-maker profile, hubs

Methodology

Statistics are derived from LeadsBlue's verified database counts combined with published market baselines. This dataset contains aggregate figures only; it includes no individual contact records.

How to cite

LeadsBlue Research. (2026). Saudi Arabia Business Email List — Market Intelligence Dataset. Derived from the B2B Cold Email Benchmark Report 2026 (https://doi.org/10.5281/zenodo.20136256). CC BY 4.0. Source: https://leadsblue.com

@dataset{leadsblue_arab_forex_traders_dataset_2026,
  author    = {Johnson, Luther},
  title     = {Saudi Arabia Business Email List -- Market Intelligence Dataset},
  year      = {2026},
  publisher = {LeadsBlue Research},
  doi       = {10.5281/zenodo.20136256},
  url       = {https://leadsblue.com/leads/saudi-arabia-business-email-leads-database/}
}

Source & full dataset

This aggregate dataset is published by LeadsBlue Research. The full verified business email list — with individual business contact records — is available at Saudi Arabia Business Email List.

Related resources: Benchmark report (Zenodo) · Research hub · Interactive tools

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